chunk
stringlengths 11
1k
| source
stringlengths 37
40
| embeddings
sequence |
|---|---|---|
For ML6, the technical impact has been extremely limited as long as our
employees have a stable internet connection at home and the projects we are
developing is done on Google Cloud or any other public cloud.
The main reason everything keeps working is the lack of a central VPN server
since our internal applications and the managed Google services are protected
by an Identity Aware Proxy.
Let’s dive in a bit of theory why this works and it is more secure than
centrally managed VPN solutions.
### Zero Trust Architecture | scraping/output/-5981754466922191164.txt | [
0.006316194776445627,
0.007107280194759369,
-0.06851028650999069,
-0.004622733220458031,
0.025033440440893173,
-0.01516210287809372,
0.05600254610180855,
0.020751478150486946,
0.07319524139165878,
0.018063675612211227,
0.010019419714808464,
0.015131909400224686,
0.03964534401893616,
-0.016910025849938393,
-0.05278600752353668,
0.07706987857818604,
0.056177712976932526,
-0.026909541338682175,
-0.030343353748321533,
-0.0705772414803505,
0.016694307327270508,
-0.0006230882136151195,
-0.06306842714548111,
0.05444365367293358,
0.06670230627059937,
0.07597469538450241,
-0.016295092180371284,
0.01354455016553402,
0.023311687633395195,
-0.07109197974205017,
-0.03828104957938194,
0.00342253758572042,
0.022056348621845245,
-0.07620265334844589,
0.06937800347805023,
0.0012146036606281996,
-0.03253011032938957,
-0.06498979777097702,
0.04787442460656166,
-0.061206042766571045,
-0.01699490286409855,
0.03030455857515335,
0.032094988971948624,
0.0392729677259922,
0.03959767147898674,
0.051419854164123535,
-0.019712693989276886,
0.07368430495262146,
-0.01858728751540184,
-0.04938432201743126,
-0.027429355308413506,
0.04087914898991585,
0.04563332721590996,
0.06349482387304306,
0.024413002654910088,
-0.03229636698961258,
-0.06980321556329727,
-0.05202432721853256,
-0.09237609058618546,
0.017130879685282707,
0.021923856809735298,
-0.023442894220352173,
0.020961984992027283,
0.013296465389430523,
0.06255465745925903,
0.05984729155898094,
0.041619591414928436,
0.05317201837897301,
-0.06561053544282913,
-0.0055406768806278706,
-0.019247468560934067,
0.06552567332983017,
-0.0027957912534475327,
-0.09309833496809006,
0.02550976164638996,
0.03404431790113449,
-0.03186258673667908,
-0.028247501701116562,
0.01470492035150528,
-0.01530479546636343,
-0.07277299463748932,
-0.016987968236207962,
-0.05492386966943741,
0.02940957061946392,
-0.03621736168861389,
0.06900215148925781,
0.06632674485445023,
-0.060252003371715546,
0.0976104810833931,
-0.04983500763773918,
0.05823272839188576,
0.028626026585698128,
-0.043409932404756546,
-0.091157466173172,
-0.05101170390844345,
-0.07882442325353622,
-0.07710006088018417,
0.09505905956029892,
0.06397446244955063,
-0.0598757341504097,
0.049079760909080505,
-0.04795144870877266,
0.11490066349506378,
-0.052630465477705,
-0.047440167516469955,
0.04438091814517975,
0.02283145859837532,
-0.07542484998703003,
0.022364148870110512,
-0.05218711495399475,
-0.0876917839050293,
0.04126773774623871,
0.06615987420082092,
0.019345633685588837,
-0.059115439653396606,
-0.011849487200379372,
-0.0040877144783735275,
-0.03973924741148949,
0.021751245483756065,
-0.10164923220872879,
0.08120205253362656,
-0.04473312571644783,
-0.04299544543027878,
-0.11021245270967484,
-0.041163548827171326,
-0.037912189960479736,
0.05402810871601105,
0.03667924180626869,
0.05047622323036194,
0.024504372850060463,
0.011745068244636059,
0.030197937041521072,
0.03942883387207985,
0.01654868945479393,
0.05768415704369545,
0.09649187326431274,
-0.05293701961636543,
-0.002223134506493807,
-0.06444045901298523,
-0.03878039866685867,
-0.0756535530090332,
0.09391705691814423,
-0.02814468927681446,
0.054471567273139954,
0.06573119759559631,
0.0512562021613121,
0.04590064659714699,
-0.0707675889134407,
0.08800019323825836,
-0.040986888110637665,
0.08307924121618271,
-0.02636682614684105,
0.1170085221529007,
-0.003227646229788661,
0.0634419396519661,
-0.051052164286375046,
-0.10033923387527466,
-0.044013574719429016,
0.04491453245282173,
0.037694670259952545,
-0.06753161549568176,
-0.01087105181068182,
-0.08675002306699753,
0.02360709011554718,
-0.04780268296599388,
-0.013715540058910847,
0.014809774234890938,
0.02291601151227951,
-0.035784706473350525,
0.005449446849524975,
-0.06387461721897125,
0.021104123443365097,
-0.03295890614390373,
0.07531779259443283,
-0.04790410026907921,
0.03367219865322113,
-0.03075430355966091,
0.021694963797926903,
0.07170867174863815,
0.08076220005750656,
-0.0691424012184143,
-0.006126386113464832,
-0.04208104684948921,
-0.05089865252375603,
-0.056031107902526855,
-0.053191110491752625,
-0.04918763041496277,
0.021207433193922043,
0.015977196395397186,
-0.0060855853371322155,
-0.016591235995292664,
0.05175637826323509,
-0.03430471196770668,
-0.061522915959358215,
-0.01606105826795101,
0.05422477796673775,
-0.0568346343934536,
0.026951130479574203,
0.06170850247144699,
0.07221762835979462,
0.0031598981004208326,
-0.00958661362528801,
-0.005354388151317835,
0.03530473634600639,
-0.017527546733617783,
0.017983412370085716,
-0.04490415006875992,
0.04422268271446228,
-0.02492283284664154,
0.0003032625827472657,
0.06259694695472717,
-0.05286732688546181,
-0.06808287650346756,
0.04231712594628334,
0.023709522560238838,
-0.04614068940281868,
0.00969198439270258,
0.07986234873533249,
-0.010788691230118275,
0.026303278282284737,
0.053375910967588425,
-0.017728829756379128,
0.016008837148547173,
-0.09121351689100266,
-0.047677990049123764,
0.02215670421719551,
0.08604389429092407,
-0.07131246477365494,
-0.07817325741052628,
0.015399602241814137,
-0.08722083270549774,
-0.050742462277412415,
-0.07109366357326508,
-0.058553148061037064,
-0.05181432142853737,
-0.07988874614238739,
-0.04836771637201309,
0.02729976922273636,
0.05414901301264763,
-0.014552431181073189,
-0.06289459764957428,
-0.03414734825491905,
-0.003931116778403521,
-0.03328811749815941,
0.08753804117441177,
-0.03228342533111572,
-0.006536662578582764,
0.008339990861713886,
0.0012012537335976958,
0.03416366130113602,
0.0841103345155716,
-0.054173585027456284,
-0.06621009856462479,
-0.027198994532227516,
-0.06410747021436691,
0.07184745371341705,
0.07804778963327408,
0.07560364902019501,
-0.06795468926429749,
0.0527859665453434,
0.012012096121907234,
-0.05447528883814812,
0.05065640062093735,
0.061083074659109116,
0.007688088808208704,
-0.03863506391644478,
-0.0543956533074379,
-0.03786521032452583,
-0.08257421851158142,
-0.028198063373565674,
-0.07984858751296997,
0.017667802050709724,
0.016062716022133827,
-0.055649563670158386,
0.006457856390625238,
-0.06605541706085205,
-0.019276123493909836,
0.06795895099639893,
-0.031261343508958817,
0.025100529193878174,
0.0667644739151001,
0.03589225932955742,
0.07545236498117447,
0.03397979214787483,
0.03343048691749573,
-0.037533458322286606,
-0.012158147059381008,
0.09205327183008194,
-0.008928726427257061,
-0.06764382123947144,
0.002599871251732111,
-0.04468412324786186,
0.028410734608769417,
-0.05648834630846977,
0.07587229460477829,
0.012295480817556381,
-0.015404906123876572,
0.07895965129137039,
-0.05589570105075836,
0.008277170360088348,
-0.02713049203157425,
-0.029376661404967308,
0.03545977547764778,
0.03065674751996994,
-0.03609846904873848,
0.026397036388516426,
0.036377422511577606,
0.03194252401590347,
0.033130574971437454,
0.049904171377420425,
0.06393250823020935,
0.0686795637011528,
-0.046001072973012924,
-0.052494119852781296,
0.016505954787135124,
0.09673967957496643,
-0.016561055555939674,
0.043266452848911285,
-0.048824042081832886,
-0.07385159283876419,
-0.0823419839143753,
-0.08490876853466034,
0.01811215467751026,
-0.04364725202322006,
0.024922935292124748,
0.062272727489471436,
-0.054427262395620346,
0.001606968347914517,
0.02825889177620411,
-0.024365678429603577,
0.027865257114171982,
0.012745371088385582,
-0.058071594685316086,
0.07179635763168335,
-0.09021767228841782,
0.012299815192818642,
-0.01915871538221836,
0.07045591622591019,
-0.0665416568517685,
-0.044265639036893845,
0.019686155021190643,
0.01340697892010212,
-0.0884680524468422,
0.024575715884566307,
-0.014486130326986313,
-0.029726920649409294,
0.0518641360104084,
-0.004762609489262104,
-0.03605635091662407,
0.015145274810492992,
0.0940171480178833,
-0.044350843876600266,
-0.025824720039963722,
0.09631754457950592,
-0.029093198478221893,
0.11260458827018738,
-0.06391707062721252,
-0.0882747545838356,
0.0850922241806984,
0.018498051911592484,
-0.027530068531632423,
-0.02197570912539959,
-0.01809380203485489,
0.0515853688120842,
0.030415121465921402,
0.05919298902153969,
0.006238963454961777,
0.05177183821797371,
0.01676788553595543,
-0.0379125215113163,
0.07846873998641968,
0.05280173197388649,
-0.00558244064450264,
-0.01251890603452921,
-0.051452115178108215,
-0.03151383996009827,
-0.017912836745381355,
0.02449524775147438,
-0.047590870410203934,
-0.05158070847392082,
0.020365145057439804,
0.01580948382616043,
0.03968759998679161,
0.10094956308603287
] |
### Zero Trust Architecture
In traditional security architecture, every employee who wants to access
applications or other services on a corporate network needs to be on the
internal network. If you are not close to a local network, you have to join
the network using a VPN.
The VPN and various firewalls are the perimeters you have to pass to get
access. As soon as you are on the internal network, certain applications are
protected by another layer of security but often network
drives/databases/servers are accessible from a technical point of view.
If a hacker can get through the firewall or connect to your internal network
you might have a security breach. | scraping/output/-5981754466922191164.txt | [
0.010321865789592266,
-0.043956734240055084,
-0.05601239576935768,
-0.03356357663869858,
0.05397746339440346,
-0.035870589315891266,
0.0408133864402771,
0.061695799231529236,
0.022319117560982704,
0.027499627321958542,
0.008235779590904713,
0.008251901715993881,
0.07095924764871597,
-0.012568277306854725,
-0.024848321452736855,
0.08277421444654465,
0.07414470613002777,
-0.025914667174220085,
-0.038864731788635254,
-0.05974221229553223,
0.03934470936655998,
0.00868130847811699,
-0.07356271892786026,
0.07631802558898926,
0.04204637184739113,
0.04507135972380638,
0.010052832774817944,
0.009614168666303158,
0.03178132697939873,
-0.07027383148670197,
-0.07330112159252167,
-0.05581444874405861,
0.05297223478555679,
-0.05448116362094879,
0.08149991929531097,
0.020873600617051125,
-0.08729340136051178,
-0.05343784764409065,
0.05534226819872856,
-0.09363758563995361,
-0.002071148017421365,
0.0702546089887619,
0.0787159875035286,
0.09251758456230164,
-0.0000435038709838409,
0.04329489544034004,
-0.02743477374315262,
0.017328405752778053,
-0.016802066937088966,
0.001408134587109089,
-0.07626162469387054,
0.037442397326231,
0.018440362066030502,
0.058465875685214996,
0.030784567818045616,
-0.0348287969827652,
-0.12729330360889435,
-0.060201141983270645,
-0.019832465797662735,
0.03881724551320076,
0.041624654084444046,
-0.046254873275756836,
0.012912042438983917,
-0.022649874910712242,
0.07990297675132751,
0.06384364515542984,
0.04707402363419533,
0.011760438792407513,
-0.06760526448488235,
-0.023749524727463722,
-0.081421859562397,
0.031833671033382416,
0.03722777217626572,
-0.04862680658698082,
0.03948823735117912,
0.02454071119427681,
0.035860925912857056,
-0.02575165033340454,
0.03310752287507057,
-0.042101554572582245,
-0.08871649950742722,
-0.008724530227482319,
-0.021440839394927025,
0.029479648917913437,
-0.026611600071191788,
0.0720023661851883,
0.07357772439718246,
-0.05484183877706528,
0.03622773289680481,
-0.04816500470042229,
0.0795750543475151,
0.009768440388143063,
-0.04407771676778793,
-0.07643471658229828,
-0.05648965761065483,
-0.0723036676645279,
-0.03900453820824623,
0.06257323175668716,
-0.00943919736891985,
-0.0351366363465786,
0.04000050947070122,
-0.008394037373363972,
0.06617610156536102,
-0.016297584399580956,
-0.04142036661505699,
0.051253944635391235,
0.014074871316552162,
-0.04576962813735008,
-0.011088015511631966,
-0.08240027725696564,
-0.06352837383747101,
0.03250092267990112,
0.09655473381280899,
0.04563898593187332,
-0.050869930535554886,
-0.03766621649265289,
-0.00918340403586626,
-0.0802234411239624,
-0.023838290944695473,
-0.06171027570962906,
0.04978467524051666,
-0.011985588818788528,
-0.007388210389763117,
-0.09680577367544174,
-0.052245792001485825,
-0.03780508041381836,
0.04354500770568848,
0.059932831674814224,
0.030076533555984497,
0.006764580961316824,
0.049172524362802505,
0.04364902526140213,
0.036615632474422455,
0.023587627336382866,
0.06975580751895905,
0.07986154407262802,
-0.043441034853458405,
0.027704115957021713,
-0.02107487991452217,
-0.041949812322854996,
-0.10017376393079758,
0.10152050852775574,
-0.01583673246204853,
0.08154936879873276,
0.057494502514600754,
0.049332331866025925,
0.05732329562306404,
-0.04983563721179962,
0.053616054356098175,
-0.024211302399635315,
0.06488419324159622,
-0.014327125623822212,
0.07296920567750931,
-0.030813641846179962,
0.009959783405065536,
-0.03875123709440231,
-0.054562464356422424,
-0.049618348479270935,
0.06914707273244858,
0.02047879993915558,
-0.05828364938497543,
-0.027708495035767555,
-0.08386381715536118,
0.024611342698335648,
-0.08035723865032196,
-0.0012813170906156301,
0.03920638561248779,
0.0012447800254449248,
-0.02207275666296482,
-0.05277193337678909,
-0.042100924998521805,
0.024521151557564735,
0.032377246767282486,
0.07905309647321701,
-0.022057581692934036,
0.0394103117287159,
-0.034006182104349136,
0.017658591270446777,
0.03673505038022995,
0.050916627049446106,
-0.07328519970178604,
-0.025111667811870575,
-0.053438205271959305,
-0.032221123576164246,
-0.08469035476446152,
-0.04732264578342438,
-0.08717954903841019,
0.01645350642502308,
0.013024501502513885,
0.011461823247373104,
-0.01630418747663498,
0.06189830228686333,
-0.017347194254398346,
-0.05385135859251022,
-0.06852611899375916,
0.015092301182448864,
-0.049754269421100616,
0.04730592668056488,
0.031320732086896896,
0.02622515708208084,
-0.05812405049800873,
0.010527818463742733,
0.035079821944236755,
0.02479945309460163,
0.05185745283961296,
-0.010525109246373177,
-0.05711859092116356,
0.006189520936459303,
-0.035871028900146484,
-0.011684897355735302,
0.059395529329776764,
-0.06270937621593475,
-0.06489294767379761,
0.04718884825706482,
0.03180476278066635,
-0.03329166769981384,
-0.004896226804703474,
0.07602540403604507,
-0.0337645523250103,
0.018494142219424248,
0.04630151391029358,
-0.03044549748301506,
0.00021148112136870623,
-0.06252901256084442,
-0.05613226816058159,
-0.0002952217182610184,
0.09006795287132263,
-0.07459857314825058,
-0.02729802578687668,
0.059684496372938156,
-0.07303860783576965,
-0.05246763303875923,
-0.03849804401397705,
-0.08870764821767807,
-0.0624687559902668,
-0.0682702362537384,
-0.05328894406557083,
0.052068788558244705,
0.043265990912914276,
-0.018875161185860634,
-0.06862927973270416,
-0.04369039088487625,
0.012505712918937206,
-0.02580825239419937,
0.09258509427309036,
-0.014688162133097649,
0.04238003119826317,
-0.030561836436390877,
-0.011227810755372047,
-0.001466241548769176,
0.03224383667111397,
-0.04330109432339668,
-0.08909909427165985,
-0.01900368556380272,
-0.025585006922483444,
0.07491764426231384,
0.09312880039215088,
0.04056079685688019,
-0.01948067732155323,
0.027755143120884895,
-0.003624251578003168,
-0.01936103217303753,
0.03848417475819588,
0.016522996127605438,
0.02577807381749153,
-0.019854962825775146,
-0.05936945974826813,
-0.034353576600551605,
-0.05303382873535156,
-0.031054262071847916,
-0.06722310185432434,
0.01019324455410242,
0.06002222001552582,
-0.058023497462272644,
-0.02424471825361252,
-0.06484773010015488,
-0.01787794567644596,
0.08276533335447311,
-0.06413687765598297,
-0.03412684425711632,
0.07923963665962219,
0.0408473014831543,
0.08725445717573166,
0.062069930136203766,
0.05670712888240814,
0.0006442978628911078,
-0.017571449279785156,
0.059513650834560394,
-0.011839519254863262,
-0.028459174558520317,
0.006454859394580126,
-0.0527166873216629,
0.05448067560791969,
-0.08235641568899155,
0.07328606396913528,
0.05274805799126625,
0.024782689288258553,
0.09019502252340317,
-0.021792666986584663,
0.05148644745349884,
0.003540881210938096,
-0.0422099344432354,
0.007578346878290176,
0.05043354257941246,
-0.08353308588266373,
0.022670509293675423,
0.03272603079676628,
-0.023367930203676224,
0.03551952540874481,
0.03660593181848526,
0.05373571068048477,
0.07562446594238281,
-0.05039108917117119,
-0.04643239453434944,
0.056564800441265106,
0.04636772722005844,
-0.04140716791152954,
0.09446383267641068,
-0.07135003060102463,
-0.05519610270857811,
-0.04495859518647194,
-0.06554754078388214,
0.029862791299819946,
-0.0069766053929924965,
0.04845001921057701,
0.033398307859897614,
-0.08034823834896088,
-0.037893373519182205,
0.06920593231916428,
0.025770332664251328,
0.0062980628572404385,
-0.03827934339642525,
-0.04509662836790085,
0.04065226763486862,
-0.08257743716239929,
0.012117717415094376,
-0.04195989668369293,
0.06317172944545746,
-0.025063427165150642,
-0.06968466192483902,
0.005953710060566664,
0.017502393573522568,
-0.09008744359016418,
0.044688913971185684,
-0.007445467635989189,
-0.04922578111290932,
0.09368973970413208,
-0.04815443232655525,
0.021566731855273247,
0.0339992493391037,
0.09562714397907257,
-0.08366211503744125,
0.010022135451436043,
0.03941802307963371,
-0.04315068945288658,
0.044990815222263336,
-0.06646507978439331,
-0.07255636155605316,
0.08333516120910645,
0.008740849792957306,
-0.031276118010282516,
-0.06589877605438232,
0.015626119449734688,
0.04054198041558266,
0.02069447748363018,
0.10564973205327988,
-0.013212977908551693,
0.02978670410811901,
0.05225653946399689,
-0.025748882442712784,
0.07516314834356308,
0.09672018140554428,
-0.031370554119348526,
-0.03872131556272507,
-0.045862872153520584,
-0.017045997083187103,
-0.03654661774635315,
0.05609540641307831,
-0.08730167150497437,
-0.06551847606897354,
0.04278535768389702,
0.07921823859214783,
0.037150878459215164,
0.09313032031059265
] |
Zero Trust is a security concept centered on the belief that organizations
should not automatically trust anything inside or outside its perimeters.
Every call to an application or service on the network should be verified
before granting access. This boils down to 2 questions. Do we grant the user
access? And do we trust the device?
This concept enforces more fine-grained control on application level and at
the same time reduces the number of perimeters to manage.
Firewalls and networking routing is still essential but the more difficult to
scale VPN layer can be removed for a number of applications.
This ensures that you can work safely without the need for any VPN or remote
desktop client. In this scenario, it’s a no-brainer to enable MFA, multi-
factor authentication for every user. MFA, preferably using hardware keys, is
another modern layer of security to avoid unauthorised access. | scraping/output/-5981754466922191164.txt | [
0.004180596675723791,
-0.022386915981769562,
-0.04059669375419617,
-0.05125963315367699,
0.02770557627081871,
-0.031208142638206482,
0.0634956955909729,
0.058553799986839294,
0.05442000553011894,
0.01688452437520027,
0.014905666932463646,
-0.006552712991833687,
0.07488014549016953,
-0.017497189342975616,
-0.0023288014344871044,
0.02585430070757866,
0.04867763817310333,
-0.037295930087566376,
-0.05389585345983505,
-0.04676489159464836,
0.034267161041498184,
0.012197543866932392,
-0.06310401111841202,
0.0809159129858017,
0.0888364315032959,
0.03959369286894798,
-0.009633944369852543,
-0.010994856245815754,
0.0377679243683815,
-0.09622398763895035,
-0.04881146550178528,
-0.046197276562452316,
0.07931830734014511,
-0.06011274456977844,
0.036476124078035355,
0.045524127781391144,
-0.07749522477388382,
-0.07632531970739365,
0.04575778543949127,
-0.08924995362758636,
-0.018291449174284935,
0.03567979484796524,
0.040538523346185684,
0.08741848915815353,
0.029094969853758812,
0.052879247814416885,
-0.027719411998987198,
0.03589935228228569,
-0.035851240158081055,
-0.026695508509874344,
-0.05411047115921974,
0.026082998141646385,
0.04410550370812416,
0.04469528794288635,
0.03707101196050644,
-0.058232396841049194,
-0.12045562267303467,
-0.09026277810335159,
-0.006194767076522112,
0.02425345778465271,
0.04518624022603035,
-0.07414743304252625,
-0.03880499675869942,
-0.006091162096709013,
0.08729099482297897,
0.09048575162887573,
0.01767010986804962,
-0.0007030594861134887,
-0.061255939304828644,
0.008606787770986557,
-0.044200729578733444,
0.07063291221857071,
0.009116489440202713,
-0.05687880888581276,
0.020910151302814484,
0.03776146471500397,
0.0022576649207621813,
-0.0414670892059803,
0.026964496821165085,
-0.050055403262376785,
-0.08241119235754013,
-0.017228437587618828,
-0.03768594190478325,
0.05691736191511154,
-0.019316161051392555,
0.09156418591737747,
0.06000380963087082,
-0.05949295312166214,
0.0725211352109909,
-0.038466837257146835,
0.04711915925145149,
0.014555923640727997,
-0.005726379808038473,
-0.08043871074914932,
-0.048229288309812546,
-0.06473645567893982,
-0.04862934350967407,
0.08158520609140396,
0.0015582060441374779,
-0.046449560672044754,
0.059913840144872665,
-0.023201176896691322,
0.0459492951631546,
-0.04638960584998131,
-0.04041106253862381,
0.07048986852169037,
0.011741808615624905,
-0.06984031200408936,
0.02599683403968811,
-0.06421294063329697,
-0.061228685081005096,
0.03692074492573738,
0.08639401197433472,
0.034457866102457047,
-0.04890032112598419,
0.017929386347532272,
-0.05419369786977768,
-0.05541988089680672,
-0.014796958304941654,
-0.07860716432332993,
0.03791703283786774,
0.00142969423905015,
-0.03296204283833504,
-0.11485539376735687,
-0.09044171124696732,
-0.03095182776451111,
0.061882589012384415,
0.05310148373246193,
0.04195370525121689,
0.034449681639671326,
0.06101904436945915,
0.011649420484900475,
0.04126165807247162,
0.054113078862428665,
0.07594321668148041,
0.10469542443752289,
-0.07798929512500763,
0.007887344807386398,
-0.030276745557785034,
-0.03133731707930565,
-0.05808568745851517,
0.09741833806037903,
-0.0022758126724511385,
0.059295497834682465,
0.057226117700338364,
0.0341406986117363,
0.06668687611818314,
-0.04343336075544357,
0.079355888068676,
-0.04152549058198929,
0.07910449057817459,
-0.05150463804602623,
0.08611279726028442,
-0.027085445821285248,
0.031575076282024384,
-0.06765979528427124,
-0.024881649762392044,
-0.05924313887953758,
0.06042929366230965,
0.01023870985955,
-0.03513127937912941,
-0.028256310150027275,
-0.09114600718021393,
0.0031697240192443132,
-0.04647070914506912,
-0.007434504106640816,
0.05978056415915489,
0.016235165297985077,
-0.06736869364976883,
-0.0588570311665535,
-0.07119500637054443,
0.043611686676740646,
-0.04005599766969681,
0.06439942866563797,
-0.00027691101422533393,
0.03083694353699684,
-0.05697261169552803,
0.043889354914426804,
0.05478712171316147,
0.04730577766895294,
-0.05797569453716278,
-0.03245711699128151,
-0.05206578969955444,
0.007224647793918848,
-0.08648986369371414,
-0.04409601166844368,
-0.08763468265533447,
0.007941341027617455,
-0.010716202668845654,
-0.02234133519232273,
-0.016980476677417755,
0.05516304820775986,
-0.02332019992172718,
-0.039801422506570816,
-0.044344499707221985,
0.0381438247859478,
-0.06273762881755829,
0.05542771518230438,
0.05613343417644501,
0.052990347146987915,
-0.03341802954673767,
-0.026053229346871376,
0.008262856863439083,
0.021177051588892937,
0.01044321060180664,
0.00856005772948265,
0.0016115549951791763,
0.021700602024793625,
-0.045233022421598434,
0.0016059810295701027,
0.04050164669752121,
-0.06670917570590973,
-0.07752830535173416,
0.05383898317813873,
0.005510752089321613,
-0.036241982132196426,
0.021311260759830475,
0.06864415109157562,
-0.004008105956017971,
-0.009486245922744274,
0.05038393661379814,
-0.012726007960736752,
-0.01983756758272648,
-0.08228055387735367,
0.006441031116992235,
0.038387443870306015,
0.10827522724866867,
-0.07359892874956131,
-0.0521276481449604,
0.055631328374147415,
-0.07132130861282349,
-0.030159292742609978,
-0.05561819672584534,
-0.056475620716810226,
-0.020203180611133575,
-0.0906277522444725,
-0.056059904396533966,
0.06375158578157425,
0.03729349002242088,
-0.009132449515163898,
-0.0956585630774498,
-0.029449215158820152,
-0.02501656673848629,
-0.037185296416282654,
0.09921509027481079,
-0.03193828463554382,
0.040364962071180344,
0.0038859841879457235,
0.017106669023633003,
0.049592625349760056,
0.039512719959020615,
-0.06402656435966492,
-0.08372777700424194,
-0.041288577020168304,
-0.020077835768461227,
0.08210305869579315,
0.061859942972660065,
0.048321954905986786,
-0.05511817708611488,
0.030645256862044334,
-0.010474947281181812,
-0.014601081609725952,
0.04420193284749985,
0.04460817575454712,
-0.004435368347913027,
0.011953729204833508,
-0.055427297949790955,
-0.04816184937953949,
-0.03321460261940956,
-0.036166056990623474,
-0.043909378349781036,
0.02092629484832287,
0.01342353131622076,
-0.0642293244600296,
-0.025179747492074966,
-0.0542360320687294,
-0.005805775988847017,
0.030950205400586128,
-0.051830556243658066,
-0.02865026146173477,
0.03702709451317787,
0.021157925948500633,
0.07181140035390854,
0.08091303706169128,
0.05057629197835922,
-0.020479142665863037,
0.01006743311882019,
0.059052955359220505,
-0.02320995181798935,
-0.026127949357032776,
-0.028000229969620705,
-0.04902777075767517,
0.04639389365911484,
-0.03901343792676926,
0.04730768874287605,
0.0711899846792221,
0.007489827927201986,
0.04160976782441139,
-0.02173152007162571,
0.05420931801199913,
0.036247823387384415,
-0.039578650146722794,
0.013401053845882416,
0.02928796224296093,
-0.06755612045526505,
0.030496902763843536,
0.0245955903083086,
0.041246965527534485,
0.01692756451666355,
0.0706833228468895,
0.02626323141157627,
0.059523873031139374,
-0.023596739396452904,
-0.028596870601177216,
0.03571163862943649,
0.08099697530269623,
-0.053826555609703064,
0.06819038093090057,
-0.08225845545530319,
-0.05300542339682579,
-0.0525486059486866,
-0.0865100845694542,
-0.006004916504025459,
-0.03711334615945816,
0.06639974564313889,
0.006016663275659084,
-0.06918943673372269,
-0.005500525701791048,
0.041225284337997437,
-0.012912354432046413,
-0.01355666946619749,
-0.05056197568774223,
-0.004381116945296526,
0.03105250373482704,
-0.07263900339603424,
0.0039733462035655975,
-0.011934174224734306,
0.04038458317518234,
-0.06736861169338226,
-0.05358775332570076,
0.0006414536037482321,
0.02791031450033188,
-0.08564335852861404,
0.04734180122613907,
0.005272265989333391,
0.01246737316250801,
0.09249821305274963,
-0.06829442828893661,
-0.03748410567641258,
0.06641462445259094,
0.06607413291931152,
-0.10423621535301208,
-0.01110589038580656,
0.07753335684537888,
-0.03816761076450348,
0.04834558442234993,
-0.05082198604941368,
-0.05670929700136185,
0.05848890542984009,
0.04635201022028923,
-0.05263151600956917,
-0.03336351364850998,
0.014249755069613457,
0.043134234845638275,
0.058711472898721695,
0.11644932627677917,
-0.012631104327738285,
0.06149262189865112,
0.0441509373486042,
-0.05330158397555351,
0.06514924019575119,
0.045521486550569534,
-0.04890609532594681,
0.0052247196435928345,
-0.020537246018648148,
-0.01713862642645836,
-0.04934583976864815,
0.050885602831840515,
-0.10376346856355667,
-0.030239367857575417,
0.03839239478111267,
0.06491592526435852,
0.02216492034494877,
0.12482656538486481
] |
Reference:https://www.microsoft.com/en-us/microsoft-365/blog/2019/09/18/why-
banks-adopt-modern-cybersecurity-zero-trust-model/
### Zero Trust Architecture on Google Cloud Platform
Google, with the BeyondCorp methodology, is a forerunner in zero trust
architecture. Enabling zero trust security for web applications is straight
forward using the managed Identify Aware Proxy service if your application
runs on Google Cloud Platform.
First of all, you need to manage your users and devices using Cloud Identity,
then follow the scenarios outlines in the Identity Aware Proxy documentation
based on how your application has been deployed.
IAP for apps deployed on Google Kubernetes Engine | scraping/output/-5981754466922191164.txt | [
0.019572457298636436,
-0.013732927851378918,
-0.04162932559847832,
-0.021026572212576866,
0.0323885902762413,
-0.03209534287452698,
0.06300370395183563,
0.02271800860762596,
0.024693403393030167,
-0.017475590109825134,
0.02577843703329563,
0.008623036555945873,
0.06507925689220428,
-0.028424624353647232,
-0.03204913064837456,
0.02196517586708069,
0.02525656670331955,
-0.00857702735811472,
-0.05354001745581627,
-0.06035540625452995,
0.020744359120726585,
-0.024209419265389442,
-0.09536399692296982,
0.05605006217956543,
0.05594715476036072,
0.05511672422289848,
0.009130220860242844,
-0.004126378335058689,
0.03584381937980652,
-0.02792758122086525,
-0.07993869483470917,
-0.003608198370784521,
0.06165893003344536,
-0.0935015007853508,
0.04574161022901535,
0.035865798592567444,
-0.059683796018362045,
-0.029936032369732857,
0.03624795749783516,
-0.04672916233539581,
-0.016230547800660133,
0.0209771990776062,
0.05390777066349983,
0.08127383887767792,
0.00032229270436801016,
0.04975192993879318,
0.001715093501843512,
0.07446744292974472,
-0.046000558882951736,
-0.027491077780723572,
-0.054232157766819,
0.04167570173740387,
-0.008490629494190216,
0.04156888276338577,
0.030570760369300842,
-0.03638755902647972,
-0.08068607747554779,
-0.02489115484058857,
-0.0324266217648983,
0.039713405072689056,
0.027403613552451134,
-0.036722976714372635,
0.02237275429069996,
0.013927871361374855,
0.08224806934595108,
0.10094596445560455,
0.012583184987306595,
0.10157351195812225,
-0.052908580750226974,
-0.01028470229357481,
-0.048508062958717346,
0.06188507005572319,
0.0055649057030677795,
-0.08002835512161255,
0.020897692069411278,
0.04638209193944931,
0.030550163239240646,
-0.04455246031284332,
0.045734576880931854,
-0.01867641508579254,
-0.0933491587638855,
-0.010575230233371258,
-0.0665249451994896,
0.05200336128473282,
-0.04357593134045601,
0.03394642099738121,
0.05012061074376106,
-0.07689026743173599,
0.07947558164596558,
-0.061207469552755356,
0.03983059898018837,
0.0239504836499691,
-0.03464244678616524,
-0.07267221063375473,
-0.02430608496069908,
-0.06118467077612877,
-0.08460740745067596,
0.09342777729034424,
0.019231779500842094,
-0.03292948752641678,
0.09004004299640656,
-0.07110530883073807,
0.052200257778167725,
-0.06428605318069458,
-0.04523896425962448,
0.04835595563054085,
-0.019246526062488556,
-0.07289828360080719,
0.009037707932293415,
-0.040399011224508286,
-0.06804484874010086,
0.013710795901715755,
0.08903858810663223,
0.053808145225048065,
-0.05714091286063194,
-0.05666292831301689,
-0.021958844736218452,
-0.06139901652932167,
0.04947509616613388,
-0.08313784748315811,
0.06779272854328156,
-0.041680607944726944,
-0.0423913449048996,
-0.10699304938316345,
-0.0777590200304985,
-0.05101347714662552,
0.03540784865617752,
0.04836966097354889,
0.03150556981563568,
0.040276508778333664,
0.007065212819725275,
0.00415281904861331,
0.05252629891037941,
0.05218258872628212,
0.0853220671415329,
0.09080199152231216,
-0.05719143524765968,
0.019881093874573708,
-0.06546635180711746,
-0.043479908257722855,
-0.05621841549873352,
0.08201003074645996,
-0.016296952962875366,
0.014012168161571026,
0.07470278441905975,
0.02358633652329445,
0.07137320190668106,
-0.07069463282823563,
0.03189585730433464,
-0.03046853467822075,
0.06894966959953308,
-0.016137534752488136,
0.06437880545854568,
-0.030561650171875954,
0.04670336842536926,
-0.0446053110063076,
-0.07879757136106491,
-0.02775893546640873,
0.02967209741473198,
0.046070221811532974,
-0.06023111194372177,
-0.038703009486198425,
-0.05402815714478493,
0.013496940024197102,
-0.059727247804403305,
-0.01958490163087845,
0.03410113602876663,
0.015524310991168022,
-0.0747990608215332,
-0.0390976220369339,
-0.0512501560151577,
0.06738241016864777,
-0.02739005535840988,
0.09901420772075653,
-0.031141089275479317,
0.013786744326353073,
-0.033977679908275604,
0.047563426196575165,
0.09460651129484177,
0.035300448536872864,
-0.027445483952760696,
-0.033144138753414154,
-0.05427735671401024,
-0.048578742891550064,
-0.07698026299476624,
-0.02454371377825737,
-0.04848126322031021,
0.01996833272278309,
-0.014574992470443249,
-0.009975274093449116,
-0.025497598573565483,
0.07542063295841217,
-0.052943501621484756,
-0.05549681931734085,
-0.059199340641498566,
0.058007434010505676,
-0.0963955968618393,
0.0307887215167284,
0.038074929267168045,
0.05741559714078903,
-0.00947478786110878,
0.011128098703920841,
0.04078948497772217,
0.04434245452284813,
0.05058746784925461,
-0.007227415684610605,
-0.07254645228385925,
0.08419100940227509,
-0.04381594434380531,
0.01634214073419571,
0.0598149299621582,
-0.03090888448059559,
-0.062294356524944305,
0.05469362810254097,
0.019579054787755013,
-0.08154585212469101,
0.06532906740903854,
0.011906789615750313,
0.0019347401103004813,
-0.027555817738175392,
0.021287929266691208,
-0.039857178926467896,
-0.0007408683304674923,
-0.07173454761505127,
-0.07466130703687668,
0.015655826777219772,
0.05552796646952629,
-0.07032302021980286,
-0.04619285464286804,
0.027282271534204483,
-0.03858506307005882,
-0.021570418030023575,
-0.06987281888723373,
-0.04713055118918419,
-0.05726969614624977,
-0.06875450164079666,
-0.04495232179760933,
0.0791006088256836,
0.04351334646344185,
-0.006839511450380087,
-0.04331490024924278,
-0.07127728313207626,
0.008925152942538261,
-0.009161429479718208,
0.06438889354467392,
0.004396344069391489,
-0.03874584287405014,
-0.003595462068915367,
-0.030164852738380432,
0.0381312258541584,
0.020601483061909676,
-0.05686281621456146,
-0.09002017974853516,
-0.05064515769481659,
-0.054173991084098816,
0.057815100997686386,
0.06520943343639374,
0.0703241378068924,
-0.044266462326049805,
0.01982204057276249,
0.013549277558922768,
-0.03622432053089142,
0.053396232426166534,
0.03690771013498306,
0.022689754143357277,
0.00004010713746538386,
-0.060105398297309875,
-0.01432266365736723,
-0.031166572123765945,
-0.03429710865020752,
-0.06905931979417801,
0.034415774047374725,
-0.019571317359805107,
-0.041980404406785965,
-0.02267848514020443,
-0.07712346315383911,
-0.001983788562938571,
0.09904900193214417,
-0.06879234313964844,
-0.01842450723052025,
0.06725814193487167,
0.025576021522283554,
0.07872185856103897,
0.06400968134403229,
0.03784296289086342,
0.005282049998641014,
0.024861052632331848,
0.0947539359331131,
-0.042645711451768875,
-0.01389362197369337,
-0.0175846666097641,
-0.03924906998872757,
0.0224313847720623,
-0.05945110693573952,
0.07183612138032913,
0.05117129534482956,
0.03499901294708252,
0.026184435933828354,
-0.10132162272930145,
0.04432114586234093,
-0.02254357747733593,
-0.03974487632513046,
0.034736283123493195,
0.031417567282915115,
-0.06268880516290665,
-0.011376988142728806,
0.0574512854218483,
0.03186578303575516,
0.02040715701878071,
0.042657312005758286,
0.13855089247226715,
0.1071929857134819,
-0.02017178013920784,
-0.034130457788705826,
0.011883283033967018,
0.07717088609933853,
-0.015517087653279305,
0.02700406312942505,
-0.09519238024950027,
-0.06652167439460754,
-0.03511355072259903,
-0.08003721386194229,
0.02684352733194828,
0.0018664924427866936,
0.021882222965359688,
0.034761231392621994,
-0.06799408048391342,
0.018779121339321136,
0.05830832198262215,
0.014628554694354534,
0.022145362570881844,
-0.02815776877105236,
-0.04368969053030014,
0.03817140311002731,
-0.07971297949552536,
-0.007650664076209068,
-0.009502674452960491,
0.050690796226263046,
-0.06102326139807701,
-0.09614777565002441,
0.03133438527584076,
0.004408095497637987,
-0.07090847194194794,
0.030919326469302177,
0.006048434879630804,
-0.036187853664159775,
0.04547945782542229,
-0.05069606006145477,
-0.00971225369721651,
0.0358852855861187,
0.06926780939102173,
-0.0779966413974762,
0.026158643886446953,
0.04780062660574913,
-0.04318871349096298,
0.08644542098045349,
-0.06909462064504623,
-0.09111535549163818,
0.07611462473869324,
0.05373981595039368,
-0.006059210281819105,
-0.012570918537676334,
0.03472897410392761,
0.04438362270593643,
-0.0033209319226443768,
0.10485468059778214,
-0.03194117918610573,
0.048681579530239105,
-0.020148050040006638,
-0.04753800854086876,
0.07218398153781891,
0.07539729028940201,
-0.04050930216908455,
0.02724064700305462,
-0.021067211404442787,
0.003128897398710251,
0.00046811020001769066,
0.027397416532039642,
-0.04403427615761757,
-0.07254912704229355,
0.063772052526474,
0.05335460230708122,
0.02926238626241684,
0.09634695947170258
] |
IAP for apps deployed on Google Kubernetes Engine
If you want to protect applications running on your on-premise network it’s
required to setup a Cloud Interconnect or Cloud VPN to route traffic between
the networks in a secure way. Compared to on-premise VPN solutions these
services are easy to scale up and down and don’t require long-term license
agreements.
IAP for apps deployed on-premise
If you are using AD, Active Directory, to manage your users it’s easy to
provision these users in Cloud Identity using the Google Cloud Directory Sync
service.
Check out the VPC Service Control service to reduce the risk of data
exfiltration.
### Conclusion
So let’s try to turn the coronavirus into a driver for innovation!
Check if zero trust security is a short-term or long-term solution to reduce
the impact and costs of VPN on your organization. | scraping/output/-5981754466922191164.txt | [
0.0098427040502429,
-0.026095740497112274,
-0.060005076229572296,
-0.018348628655076027,
0.06770826876163483,
-0.006874345242977142,
0.06086624041199684,
0.03880766034126282,
0.02798629179596901,
-0.02935154363512993,
0.015248709358274937,
0.008103308267891407,
0.023796286433935165,
-0.03136930987238884,
-0.05237806588411331,
0.055426351726055145,
0.05170689523220062,
-0.05007025972008705,
-0.05422661453485489,
-0.07992968708276749,
0.014485996216535568,
-0.009454627521336079,
-0.08339326828718185,
0.05231447145342827,
0.05393821746110916,
0.06598713248968124,
-0.05176239833235741,
0.005219967570155859,
0.07155919820070267,
-0.10113757103681564,
-0.09365250915288925,
-0.016639424487948418,
0.06525918841362,
-0.08450645953416824,
0.06219803914427757,
-0.01021810807287693,
-0.05376092344522476,
-0.04976976290345192,
0.05996609106659889,
-0.045921001583337784,
0.00006891921657370403,
0.02084130421280861,
0.06431514024734497,
0.08034572005271912,
0.038439322263002396,
0.04191916435956955,
-0.031998202204704285,
0.0223928801715374,
-0.03414780646562576,
-0.004404422361403704,
-0.0381038598716259,
0.05292459949851036,
0.004597469698637724,
0.043060172349214554,
0.003676385385915637,
-0.03214571252465248,
-0.08026597648859024,
-0.06398559361696243,
-0.05339337885379791,
0.02908523567020893,
0.07103513181209564,
-0.0655888170003891,
0.058142438530921936,
-0.0017026106361299753,
0.08764000982046127,
0.07380624115467072,
0.019676806405186653,
0.038897961378097534,
-0.10236317664384842,
-0.03294103592634201,
-0.041157547384500504,
0.06277167797088623,
0.006967680994421244,
-0.08482492715120316,
0.03096861205995083,
0.002575298072770238,
0.004776031710207462,
-0.030220050364732742,
0.010982093401253223,
0.004658480174839497,
-0.10334469377994537,
-0.026817062869668007,
-0.00978846289217472,
0.061131782829761505,
-0.06460168957710266,
0.06215747445821762,
0.061153292655944824,
-0.06811158359050751,
0.04289853200316429,
-0.05942336097359657,
0.025607002899050713,
0.02790362574160099,
-0.04880073294043541,
-0.08738837391138077,
-0.030100136995315552,
-0.09739767760038376,
-0.04556082561612129,
0.097238689661026,
0.029764337465167046,
-0.017303170636296272,
0.07004198431968689,
-0.04621341452002525,
0.04776591435074806,
-0.06155741214752197,
-0.00540833780542016,
0.07955291867256165,
-0.014370995573699474,
-0.08745364099740982,
0.015597725287079811,
-0.053261905908584595,
-0.0966457948088646,
0.02117413468658924,
0.1170320138335228,
0.03165063261985779,
-0.055801767855882645,
-0.0644766241312027,
-0.009704340249300003,
-0.08149569481611252,
0.012333499267697334,
-0.0653795525431633,
0.07011403888463974,
-0.06691522151231766,
-0.062063414603471756,
-0.10190681368112564,
-0.04286117106676102,
-0.04095277562737465,
0.05464664101600647,
-0.004995569121092558,
0.02658836357295513,
0.01642746292054653,
0.0043623559176921844,
0.04497551918029785,
0.02771940641105175,
0.05609976872801781,
0.05237483233213425,
0.08028194308280945,
-0.10689792782068253,
0.01074128970503807,
-0.051731985062360764,
-0.05398932099342346,
-0.03867606446146965,
0.087162084877491,
-0.039258863776922226,
0.058339256793260574,
0.07327384501695633,
0.07954873144626617,
0.07981811463832855,
-0.047385092824697495,
0.07201782613992691,
-0.0059493351727724075,
0.07110380381345749,
-0.009753918275237083,
0.06643557548522949,
-0.04441564902663231,
0.06401553750038147,
-0.020409075543284416,
-0.030550425872206688,
-0.008289339020848274,
0.04815208539366722,
0.010234715417027473,
-0.017410285770893097,
-0.06953910738229752,
-0.050798892974853516,
0.022427761927247047,
-0.05623353272676468,
-0.037950847297906876,
0.011466648429632187,
0.03460579365491867,
-0.045800741761922836,
-0.06809922307729721,
-0.028961993753910065,
0.0540083646774292,
-0.04398895427584648,
0.12664729356765747,
-0.06452382355928421,
0.029713433235883713,
-0.06664111465215683,
0.05372123420238495,
0.06337042897939682,
0.031247608363628387,
-0.023259062319993973,
-0.009554465301334858,
-0.04413437470793724,
-0.03502940759062767,
-0.0785587728023529,
-0.039310600608587265,
-0.10497152805328369,
0.041872795671224594,
0.01555639784783125,
-0.01116852555423975,
-0.003246477572247386,
0.040378741919994354,
-0.047517672181129456,
-0.07889430224895477,
-0.05810987576842308,
0.03696436434984207,
-0.04377473518252373,
0.053132206201553345,
0.03985399752855301,
0.05434127151966095,
-0.013692956417798996,
-0.009838228113949299,
0.05863812938332558,
0.047970645129680634,
0.03312760591506958,
0.0038637772668153048,
-0.021610090509057045,
0.05095851421356201,
-0.054325494915246964,
0.014434926211833954,
0.08523476123809814,
-0.027782505378127098,
-0.07301697880029678,
0.06499142199754715,
0.024663910269737244,
-0.034303855150938034,
0.040150124579668045,
0.0428919792175293,
-0.053606949746608734,
-0.01830480434000492,
0.0269184373319149,
-0.005294163711369038,
-0.002227688441053033,
-0.09597219526767731,
-0.042827144265174866,
0.018105335533618927,
0.06989552080631256,
-0.0959865152835846,
-0.04650416225194931,
0.010540377348661423,
-0.052577629685401917,
-0.03561216592788696,
-0.06466586142778397,
-0.05731479823589325,
-0.027642829343676567,
-0.06832126528024673,
-0.02060701884329319,
0.05954686924815178,
0.060779307037591934,
-0.02355644479393959,
-0.06110754236578941,
-0.04424993321299553,
0.03972771391272545,
-0.02873510681092739,
0.052350129932165146,
-0.008624054491519928,
0.013734002597630024,
-0.021504033356904984,
-0.011659890413284302,
0.013952280394732952,
0.015073254704475403,
-0.046441979706287384,
-0.059703677892684937,
-0.033743370324373245,
-0.05287273973226547,
0.07588305324316025,
0.03361387178301811,
0.06464769691228867,
-0.026075655594468117,
0.052040908485651016,
0.039792921394109726,
-0.024212287738919258,
0.05089246854186058,
0.05200212076306343,
0.016733406111598015,
-0.009443671442568302,
-0.03774084150791168,
-0.026783287525177002,
-0.043057672679424286,
-0.04301213473081589,
-0.06874559819698334,
0.05674527958035469,
-0.022155815735459328,
-0.021989399567246437,
-0.06209240481257439,
-0.04380390793085098,
0.002625248162075877,
0.07502645254135132,
-0.09643540531396866,
-0.0014481564285233617,
0.09429190307855606,
0.040422506630420685,
0.059988878667354584,
0.06999007612466812,
0.06186424195766449,
-0.02659771218895912,
-0.01044317614287138,
0.06240052729845047,
-0.04269353300333023,
-0.0030406066216528416,
-0.012865605764091015,
-0.01139145065099001,
0.05960264801979065,
-0.021737361326813698,
0.0673307552933693,
0.06855933368206024,
0.05007334053516388,
0.07786170393228531,
-0.02092941850423813,
0.03935912251472473,
-0.024023069068789482,
-0.029957743361592293,
0.05070723965764046,
0.04394140839576721,
-0.04206487908959389,
0.009885696694254875,
0.02391432411968708,
-0.0029218432027846575,
0.03318749740719795,
0.05174741894006729,
0.09749798476696014,
0.09749506413936615,
-0.025811869651079178,
-0.009523025713860989,
-0.016986830160021782,
0.07313026487827301,
-0.0234102513641119,
0.04036249220371246,
-0.086680568754673,
-0.05719244107604027,
-0.04119285196065903,
-0.08155933022499084,
0.030902881175279617,
-0.06796661019325256,
0.024640198796987534,
0.042567551136016846,
-0.05394858866930008,
-0.0005469437455758452,
0.0421796590089798,
0.0065195257775485516,
0.045574720948934555,
0.0008421945385634899,
-0.025884930044412613,
0.022783800959587097,
-0.03166287764906883,
-0.053049344569444656,
-0.022047940641641617,
0.06471112370491028,
-0.04956679418683052,
-0.0837237611413002,
0.032955776900053024,
0.05054696276783943,
-0.06519336998462677,
0.005610328167676926,
-0.043523021042346954,
-0.01826176419854164,
0.05500985309481621,
-0.0634666457772255,
-0.027107570320367813,
0.020693443715572357,
0.07997487485408783,
-0.06720872223377228,
0.06321226805448532,
0.05376255512237549,
-0.05731580778956413,
0.056187909096479416,
-0.0644630640745163,
-0.08042758703231812,
0.0664127916097641,
0.02607283554971218,
-0.014738526195287704,
-0.017696203663945198,
-0.006029579322785139,
0.03577987849712372,
0.036669742316007614,
0.06463849544525146,
0.006038517691195011,
0.049285173416137695,
0.020553063601255417,
-0.03372645378112793,
0.06724294275045395,
0.06507714092731476,
-0.007971519604325294,
0.01131050381809473,
-0.05007191374897957,
0.0037701805122196674,
-0.04094904661178589,
0.04114527255296707,
-0.06372667849063873,
-0.0455334298312664,
0.06849208474159241,
0.060253724455833435,
0.012791135348379612,
0.062366291880607605
] |
So let’s try to turn the coronavirus into a driver for innovation!
Check if zero trust security is a short-term or long-term solution to reduce
the impact and costs of VPN on your organization.
We’ve added plenty of references to Google, open-source and other public cloud
vendors zero trust solutions so happy reading and experimenting.
References about zero trust architecture
-https://www.tijd.be/dossiers/coronavirus/thuiswerk-is-hindernisrace-voor-bedrijven/10214784.html
-https://en.wikipedia.org/wiki/Zero_Trust
-https://www.csoonline.com/article/3247848/what-is-zero-trust-a-model-for-more-effective-security.html
-https://www.cloudflare.com/learning/security/glossary/what-is-zero-trust/ | scraping/output/-5981754466922191164.txt | [
0.03990738466382027,
-0.014449353329837322,
-0.06478229910135269,
-0.06141436845064163,
0.03582441434264183,
-0.005748879164457321,
0.07979455590248108,
0.0234773401170969,
0.04171980917453766,
-0.0025362735614180565,
0.007688932120800018,
-0.000366945838322863,
0.061224717646837234,
-0.015400761738419533,
-0.020117105916142464,
0.06627033650875092,
0.02952846698462963,
-0.04046376422047615,
-0.08267473429441452,
-0.040688201785087585,
0.00865008495748043,
0.02270563319325447,
-0.07234913110733032,
0.045571282505989075,
0.10565543174743652,
0.06784243881702423,
-0.011139122769236565,
-0.023747524246573448,
0.034494612365961075,
-0.07214893400669098,
-0.034884676337242126,
-0.007780369836837053,
0.02071063034236431,
-0.06632662564516068,
0.03837040811777115,
0.013407956808805466,
-0.05302347615361214,
-0.04830583557486534,
0.03801148757338524,
-0.06684240698814392,
-0.004228607285767794,
0.055074166506528854,
0.06064729392528534,
0.06779993325471878,
-0.008470303378999233,
0.07970984280109406,
-0.03640442341566086,
0.03488750755786896,
-0.030110398307442665,
-0.04077288508415222,
-0.030715815722942352,
0.04839988797903061,
-0.0044767181389033794,
0.037971824407577515,
0.027659010142087936,
-0.027343720197677612,
-0.07006289809942245,
-0.08344807475805283,
-0.027854733169078827,
0.035119228065013885,
0.0668925791978836,
-0.03132994845509529,
0.031785767525434494,
-0.013534891419112682,
0.13099636137485504,
0.0533575713634491,
0.02540241926908493,
0.004649086855351925,
-0.06411252915859222,
-0.02582605928182602,
-0.061519600450992584,
0.06867088377475739,
0.04346480593085289,
-0.03491589054465294,
0.04315986856818199,
0.021171322092413902,
-0.020644988864660263,
-0.06330090761184692,
0.0026601669378578663,
-0.059135258197784424,
-0.10175741463899612,
-0.03192855045199394,
-0.03180535510182381,
0.046125173568725586,
-0.05277961492538452,
0.0670003890991211,
0.10093268007040024,
-0.05367564409971237,
0.04261806234717369,
-0.04624243825674057,
0.04176737740635872,
0.05804302543401718,
-0.06454358249902725,
-0.07735085487365723,
-0.011947298422455788,
-0.09475170820951462,
-0.01511288434267044,
0.09113099426031113,
0.02546943724155426,
-0.004587959963828325,
0.06203107163310051,
-0.011770462617278099,
0.06221732124686241,
-0.06496381014585495,
-0.041509393602609634,
0.043507397174835205,
0.009724948555231094,
-0.03144806995987892,
0.03588203340768814,
-0.07403959333896637,
-0.0843629390001297,
0.044694557785987854,
0.09291210770606995,
0.02257230505347252,
-0.05703999847173691,
0.028127433732151985,
-0.007843720726668835,
-0.06697934865951538,
0.026195941492915154,
-0.09997250139713287,
0.07636888325214386,
-0.015974272042512894,
-0.049494996666908264,
-0.10571408271789551,
-0.054379407316446304,
-0.010400321334600449,
0.05606178194284439,
0.0026831619907170534,
0.052088748663663864,
0.01631314679980278,
0.03246598690748215,
0.024716941639780998,
0.0613614022731781,
0.04701349884271622,
0.09213846921920776,
0.06777989864349365,
-0.04679536074399948,
0.02187662571668625,
-0.056131619960069656,
-0.011450376361608505,
-0.08613180369138718,
0.07944626361131668,
-0.010313557460904121,
0.07460592687129974,
0.04917499050498009,
0.06018013879656792,
0.06118643656373024,
-0.057741131633520126,
0.03565989062190056,
-0.008171857334673405,
0.08637582510709763,
-0.021958136931061745,
0.08263687044382095,
-0.02040443941950798,
0.03162800893187523,
-0.033420637249946594,
-0.010047121904790401,
-0.05669628456234932,
0.05155832692980766,
0.02070327289402485,
-0.06017505005002022,
-0.02971806563436985,
-0.07391820102930069,
-0.008917256258428097,
-0.06299079209566116,
0.021321211010217667,
0.037130434066057205,
0.03691450133919716,
-0.05451309680938721,
-0.06009190157055855,
-0.02667033113539219,
0.063243068754673,
-0.010778624564409256,
0.08546403795480728,
-0.017932523041963577,
0.05151071399450302,
-0.05684554576873779,
0.025458499789237976,
0.07570137828588486,
0.02260012738406658,
-0.06560739129781723,
-0.07205639779567719,
-0.0636780858039856,
-0.04269285872578621,
-0.06785759329795837,
-0.02953285165131092,
-0.06759078055620193,
0.029252251610159874,
0.044612541794776917,
-0.013724629767239094,
-0.012487674131989479,
0.05779196321964264,
-0.07560955733060837,
-0.042203906923532486,
-0.057538777589797974,
0.015653984621167183,
-0.05234738439321518,
0.044982705265283585,
0.06313320994377136,
0.025115998461842537,
-0.00867530982941389,
-0.012062410824000835,
0.036948252469301224,
0.06987760961055756,
0.06508545577526093,
0.02640267089009285,
0.02613202854990959,
0.002187021542340517,
-0.0777149647474289,
0.030138656497001648,
0.019694581627845764,
-0.07827793061733246,
-0.10502996295690536,
0.04958173260092735,
0.024394366890192032,
-0.07499945908784866,
0.011088002473115921,
0.0660993680357933,
-0.048297297209501266,
0.015633411705493927,
0.03574945777654648,
0.0030266314279288054,
-0.0053500705398619175,
-0.07794496417045593,
-0.024501919746398926,
0.014314580708742142,
0.047254689037799835,
-0.10461397469043732,
-0.03905145451426506,
0.044348761439323425,
-0.060838330537080765,
-0.0039961026050150394,
-0.05126309022307396,
-0.07534567266702652,
-0.0418890155851841,
-0.06553421914577484,
-0.03772224113345146,
0.045188143849372864,
0.02840857207775116,
-0.01680094189941883,
-0.07217240333557129,
-0.03653417155146599,
0.015080884099006653,
-0.026903465390205383,
0.069648876786232,
-0.04163599759340286,
0.010536194778978825,
-0.03201032429933548,
-0.033030204474925995,
0.02801402471959591,
0.03475679084658623,
-0.056726548820734024,
-0.08704441785812378,
-0.0361989364027977,
-0.05809151008725166,
0.06517353653907776,
0.08313193172216415,
0.08946564048528671,
-0.021684803068637848,
0.05127576366066933,
0.03757602348923683,
-0.04073213413357735,
0.03270165994763374,
0.06281095743179321,
-0.0023797841276973486,
0.022420894354581833,
-0.03250738978385925,
-0.044818561524152756,
-0.08123186975717545,
-0.022162238135933876,
-0.03878465294837952,
0.031067417934536934,
0.024783441796898842,
-0.02482970431447029,
-0.05258779972791672,
-0.012081616558134556,
-0.04089464247226715,
0.06440163403749466,
-0.03892118111252785,
-0.02152204141020775,
0.04844283685088158,
0.025209400802850723,
0.05340927839279175,
0.06383714824914932,
0.04077690839767456,
-0.010287447832524776,
-0.032370664179325104,
0.05097286030650139,
-0.029620511457324028,
-0.025958886370062828,
-0.01399901881814003,
-0.058557283133268356,
0.018244920298457146,
-0.046654582023620605,
0.06107114627957344,
0.05401244014501572,
-0.013756789267063141,
0.054002296179533005,
-0.049715738743543625,
0.04183107241988182,
-0.04526342824101448,
-0.04678233712911606,
0.0045583778992295265,
0.028714705258607864,
-0.06325171142816544,
0.017734171822667122,
0.015424097888171673,
-0.013556062243878841,
0.031737491488456726,
0.04973393306136131,
0.10502565652132034,
0.09058299660682678,
-0.041972436010837555,
-0.06578002870082855,
0.018322749063372612,
0.07576543092727661,
-0.06957492977380753,
0.08166839182376862,
-0.09213028103113174,
-0.05089690163731575,
-0.036783263087272644,
-0.06600694358348846,
-0.005662369541823864,
-0.03592447191476822,
0.04246817156672478,
0.0021763143595308065,
-0.07863694429397583,
0.021843472495675087,
0.02893650159239769,
0.006127697415649891,
0.032221414148807526,
-0.03815731033682823,
-0.04610098525881767,
0.054874759167432785,
-0.07690278440713882,
-0.021962802857160568,
-0.028750024735927582,
0.038509394973516464,
-0.10259926319122314,
-0.03518018499016762,
0.0031048418022692204,
0.015133017674088478,
-0.09707577526569366,
0.03391174599528313,
-0.02656162716448307,
-0.02975415624678135,
0.06509023159742355,
-0.054057490080595016,
-0.027341190725564957,
0.03487805277109146,
0.07485181838274002,
-0.038270507007837296,
0.01691020280122757,
0.06174010410904884,
-0.04700418561697006,
0.06299025565385818,
-0.06422103196382523,
-0.05917135998606682,
0.06354408711194992,
0.018250063061714172,
-0.049501411616802216,
-0.03354191780090332,
0.028522979468107224,
0.058613456785678864,
0.06086708977818489,
0.09331049025058746,
0.0014115123776718974,
0.05068496987223625,
0.0645720586180687,
-0.027894094586372375,
0.08527465164661407,
0.0976850688457489,
-0.04587402939796448,
0.0123265590518713,
-0.032791610807180405,
-0.03813321143388748,
-0.046659424901008606,
0.07463198900222778,
-0.06196329742670059,
-0.0656873807311058,
0.06715406477451324,
0.05622208118438721,
0.009808638133108616,
0.06472364813089371
] |
Zero trust on Google Cloud Platform
-https://medium.com/google-cloud/what-is-beyondcorp-what-is-identity-aware-proxy-de525d9b3f90
-https://cloud.google.com/beyondcorp/
-https://www.blog.google/products/google-cloud/how-use-beyondcorp-ditch-your-vpn-improve-security-and-go-cloud/
-https://www.blog.google/products/google-cloud/preparing-for-a-beyondcorp-world-at-your-company/
-https://cloud.google.com/beyondcorp/#researchPapers | scraping/output/-5981754466922191164.txt | [
0.021814778447151184,
0.012265297584235668,
-0.042450208216905594,
-0.047623805701732635,
0.04525552690029144,
-0.04308461770415306,
0.049013786017894745,
0.02780190296471119,
0.04221653193235397,
-0.0458410382270813,
0.03601368889212608,
0.007404224947094917,
0.06994165480136871,
-0.02223312109708786,
-0.02937585860490799,
0.023072317242622375,
0.04577930271625519,
-0.01460313145071268,
-0.09977869689464569,
-0.05542631074786186,
0.014638925902545452,
-0.02292945235967636,
-0.07391629368066788,
0.07385008782148361,
0.04413202777504921,
0.09555058181285858,
-0.017714668065309525,
0.025451989844441414,
0.02238542027771473,
-0.04226050153374672,
-0.05305939540266991,
0.014745696447789669,
0.04334145039319992,
-0.08689633011817932,
0.0747162327170372,
0.023639818653464317,
-0.04739656671881676,
-0.008739489130675793,
0.06300611793994904,
-0.05654086545109749,
0.013933415524661541,
0.04252609610557556,
0.038028307259082794,
0.08023970574140549,
0.023682063445448875,
0.07725559920072556,
0.007369156926870346,
0.06394101679325104,
-0.032057471573352814,
-0.053154509514570236,
-0.002620742889121175,
0.061207909137010574,
-0.010727372020483017,
0.04008624330163002,
0.026417963206768036,
-0.04613019898533821,
-0.036952223628759384,
-0.0840533897280693,
-0.05646603927016258,
0.02195228636264801,
0.01595579832792282,
-0.041299980133771896,
0.03623881936073303,
0.016278713941574097,
0.10598517209291458,
0.06526920199394226,
0.042912401258945465,
0.067064069211483,
-0.02758636139333248,
0.012585313059389591,
-0.04569275304675102,
0.06360515207052231,
0.009913865476846695,
-0.05275412276387215,
0.05721209570765495,
0.045583028346300125,
0.006483732722699642,
-0.05111315846443176,
0.06896070390939713,
-0.04820656776428223,
-0.10591663420200348,
-0.013766814954578876,
-0.04096635431051254,
0.06275393068790436,
-0.039712920784950256,
0.05310151353478432,
0.04321562126278877,
-0.0688771903514862,
0.06497634202241898,
-0.051666583865880966,
0.036103103309869766,
0.056565433740615845,
-0.04594454541802406,
-0.07937390357255936,
-0.04706763103604317,
-0.08441181480884552,
-0.03557347506284714,
0.10050061345100403,
0.007464070804417133,
-0.009908312000334263,
0.065508171916008,
-0.0758715569972992,
0.05686608701944351,
-0.09363195300102234,
-0.05279267951846123,
0.05033645033836365,
-0.001206899993121624,
-0.03989965841174126,
0.004376544617116451,
-0.03668120875954628,
-0.09821270406246185,
0.04724767431616783,
0.08399702608585358,
0.01469040010124445,
-0.044635649770498276,
-0.06412515044212341,
-0.007521148305386305,
-0.08915620297193527,
0.021609166637063026,
-0.0780513659119606,
0.10205528885126114,
-0.011723061092197895,
-0.030731411650776863,
-0.09589182585477829,
-0.08032750338315964,
-0.06856323033571243,
0.06166636571288109,
0.031650688499212265,
-0.020809046924114227,
0.04130841791629791,
0.022382428869605064,
0.031940359622240067,
0.054160602390766144,
0.0644550547003746,
0.09470437467098236,
0.0897851288318634,
-0.06634777784347534,
0.0022509063128381968,
-0.04592115059494972,
-0.018517473712563515,
-0.0425274558365345,
0.08008618652820587,
-0.023825813084840775,
0.02198696695268154,
0.02356506511569023,
0.019885389134287834,
0.06389129906892776,
-0.0536644421517849,
0.06703219562768936,
-0.024176308885216713,
0.07305380702018738,
-0.0330779030919075,
0.05403953790664673,
0.021482057869434357,
0.020215513184666634,
-0.03306031599640846,
-0.022870277985930443,
-0.0356687530875206,
0.038129668682813644,
0.060080479830503464,
-0.016057047992944717,
-0.07909834384918213,
-0.07090302556753159,
0.010785011574625969,
-0.03988979011774063,
0.014882627874612808,
0.01612924039363861,
0.003550836117938161,
-0.05195425823330879,
-0.025592569261789322,
-0.029817450791597366,
0.06576170027256012,
0.019745729863643646,
0.05460090562701225,
-0.05058420076966286,
0.05616416037082672,
-0.028665198013186455,
0.07523533701896667,
0.09806375950574875,
0.05013347417116165,
-0.0626007691025734,
-0.06221703812479973,
-0.059679288417100906,
-0.051344070583581924,
-0.06815649569034576,
-0.022233184427022934,
-0.05120983347296715,
0.025040701031684875,
0.007383877411484718,
-0.03217353671789169,
-0.0326726920902729,
0.053574591875076294,
-0.0767265260219574,
-0.06162741035223007,
-0.08506496250629425,
0.02917477674782276,
-0.07977895438671112,
0.04954400658607483,
0.013428452424705029,
0.06897551566362381,
-0.02933350019156933,
-0.0010965368710458279,
0.024242810904979706,
0.048583388328552246,
0.0470869280397892,
0.00682698143646121,
-0.036808088421821594,
0.049038589000701904,
-0.05558782070875168,
0.0015621628845110536,
0.022758500650525093,
-0.031154081225395203,
-0.09482144564390182,
0.05312877893447876,
-0.04244159907102585,
-0.0493415966629982,
-0.02207685075700283,
0.07276028394699097,
-0.04732104763388634,
-0.020926326513290405,
0.017735084518790245,
-0.002603205619379878,
-0.004557047504931688,
-0.08305225521326065,
-0.04890931770205498,
0.049680549651384354,
0.05838044360280037,
-0.08201131224632263,
-0.07054228335618973,
0.02137674391269684,
-0.054430652409791946,
-0.026168353855609894,
-0.07914165407419205,
-0.06597094982862473,
-0.05722188204526901,
-0.07270641624927521,
-0.06662681698799133,
0.052614882588386536,
0.0749492198228836,
-0.02332482300698757,
-0.043919216841459274,
-0.04451620951294899,
0.04382708668708801,
-0.020591843873262405,
0.08953546732664108,
-0.016654351726174355,
-0.008197731338441372,
0.03232588991522789,
-0.016889063641428947,
0.04572929069399834,
0.027334244921803474,
-0.08244746923446655,
-0.08161450177431107,
-0.0416899211704731,
-0.0425366535782814,
0.06837227940559387,
0.0562807098031044,
0.07446980476379395,
-0.06654588133096695,
0.014089676551520824,
-0.00663750059902668,
-0.0412367545068264,
0.05087250471115112,
0.042330458760261536,
0.017910342663526535,
0.0012814999790862203,
-0.05699323117733002,
-0.04818282648921013,
-0.05703946575522423,
-0.03219394013285637,
-0.0425431951880455,
-0.006344584282487631,
-0.0185137540102005,
-0.03210626542568207,
-0.017674729228019714,
-0.042614854872226715,
-0.005590145941823721,
0.09807996451854706,
-0.04698852077126503,
-0.021416885778307915,
0.02269849181175232,
-0.023787183687090874,
0.07848577201366425,
0.057944364845752716,
0.07711147516965866,
-0.03851844370365143,
0.020411266013979912,
0.04021964967250824,
-0.02487247996032238,
-0.015294312499463558,
-0.016979120671749115,
-0.07712234556674957,
0.02623029053211212,
-0.06919434666633606,
0.046727102249860764,
0.056421756744384766,
-0.005062735639512539,
0.06902255862951279,
-0.08631086349487305,
0.04678308591246605,
-0.037451695650815964,
-0.04683874920010567,
0.0003627100377343595,
0.007050749845802784,
-0.07070613652467728,
0.01841014251112938,
0.039503902196884155,
0.06098338961601257,
0.025460900738835335,
0.05611719563603401,
0.10309309512376785,
0.08790864795446396,
-0.036820463836193085,
-0.027273142710328102,
0.03214922919869423,
0.06561397016048431,
-0.014844313263893127,
0.046072617173194885,
-0.07482432574033737,
-0.07623113691806793,
-0.04476844146847725,
-0.05556943640112877,
-0.007173950783908367,
-0.04718295857310295,
0.02727317623794079,
0.010365072637796402,
-0.07016032934188843,
0.013758544810116291,
0.059014901518821716,
0.014396622776985168,
0.029556207358837128,
-0.05017920210957527,
-0.0453571118414402,
0.025568626821041107,
-0.0627385750412941,
-0.026398133486509323,
0.005281362216919661,
0.07378289848566055,
-0.07442045956850052,
-0.05669097229838371,
0.04483530670404434,
0.0016182921826839447,
-0.06165764108300209,
0.013712515123188496,
-0.013780519366264343,
-0.022982822731137276,
0.06111200526356697,
-0.05909261479973793,
0.0027598505839705467,
0.025346340611577034,
0.03478957712650299,
-0.03683696314692497,
0.017250576987862587,
0.09195534139871597,
-0.007812687195837498,
0.08081672340631485,
-0.054243288934230804,
-0.05456535890698433,
0.04386042803525925,
0.051686886698007584,
-0.022875186055898666,
-0.002522762631997466,
0.031077513471245766,
0.05408721789717674,
0.05108444392681122,
0.08908381313085556,
-0.02307789959013462,
0.040359221398830414,
0.03501167148351669,
-0.07183726131916046,
0.05159788578748703,
0.07004230469465256,
-0.02300049178302288,
0.02661338821053505,
-0.042968206107616425,
-0.03706735745072365,
-0.03546866402029991,
0.0557936392724514,
-0.06882093846797943,
-0.0708499476313591,
0.06299348920583725,
0.03355766832828522,
0.07424839586019516,
0.07875063270330429
] |
Zero trust @ public clouds & other open-source solutions
-https://zero.pritunl.com/
-https://www.microsoft.com/en-us/security/business/zero-trust
-https://www.microsoft.com/en-us/microsoft-365/blog/2019/09/18/why-banks-adopt-modern-cybersecurity-zero-trust-model/
-https://aws.amazon.com/blogs/publicsector/how-to-think-about-zero-trust-architectures-on-aws/
-https://teams.cloudflare.com/access/index.html
-https://www.hashicorp.com/resources/how-zero-trust-networking
-https://www.akamai.com/us/en/solutions/security/zero-trust-security-model.jsp
### About ML6
We are a team of ML experts composing the fastest growing AI company in
Belgium. With offices in Ghent, Amsterdam, Berlin and London, we implement
self learning systems across different sectors to improve and optimise our
clients operations. We do this by staying on top of research, innovation and
practical applications. Find out more at www.ml6.eu
## Related posts
View all
No results found. | scraping/output/-5981754466922191164.txt | [
0.006365428678691387,
0.019885102286934853,
-0.06510169804096222,
-0.02526363730430603,
0.05937745422124863,
-0.04736875742673874,
0.04871068149805069,
0.041283316910266876,
0.05232777073979378,
-0.027639368548989296,
0.008717753924429417,
0.023649178445339203,
0.06114909425377846,
-0.05050935968756676,
-0.01771596632897854,
0.07558862864971161,
0.026504414156079292,
-0.0673360675573349,
-0.05162260681390762,
-0.036573685705661774,
0.02382812649011612,
0.011064577847719193,
-0.06874333322048187,
0.016591684892773628,
0.08549322187900543,
0.05403653532266617,
-0.04462537541985512,
-0.007128333672881126,
0.02688506245613098,
-0.03666204586625099,
0.007459972985088825,
-0.01610151305794716,
0.0315733328461647,
-0.11164674907922745,
0.06551636010408401,
-0.008025332354009151,
-0.008335520513355732,
-0.016702240332961082,
0.05652788281440735,
-0.07939906418323517,
0.014052269048988819,
0.04621993005275726,
0.04294285550713539,
0.07245231419801712,
0.01852959394454956,
0.06722209602594376,
0.009012045338749886,
0.07736796140670776,
-0.030049333348870277,
-0.04387795925140381,
-0.028604714199900627,
0.060725316405296326,
0.03209860995411873,
0.02664954401552677,
0.05926315858960152,
-0.07053940743207932,
-0.06456472724676132,
-0.120740607380867,
-0.04189276322722435,
0.032263703644275665,
0.05692632868885994,
-0.015943987295031548,
0.014142594300210476,
0.0355793759226799,
0.08386936038732529,
0.04967813566327095,
0.018547922372817993,
0.05237693339586258,
-0.0733122006058693,
-0.052673205733299255,
-0.04927818849682808,
0.0690535232424736,
-0.012531248852610588,
-0.07543489336967468,
0.015584083274006844,
0.03683994710445404,
-0.019812854006886482,
-0.033679407089948654,
0.04234769567847252,
-0.04015689343214035,
-0.10524701327085495,
-0.029797853901982307,
-0.07239285111427307,
0.026077233254909515,
-0.07144834846258163,
0.0850801095366478,
0.07304149121046066,
-0.07327474653720856,
0.07556796073913574,
-0.04242849349975586,
0.04850073903799057,
0.03892410919070244,
-0.030291417613625526,
-0.03750187158584595,
-0.035881757736206055,
-0.09958462417125702,
-0.03131285682320595,
0.10334596782922745,
0.03536100685596466,
-0.042198631912469864,
0.060142118483781815,
-0.06155243143439293,
0.0916253924369812,
-0.06845185160636902,
-0.08529224991798401,
0.03217428922653198,
0.0060281227342784405,
-0.037938009947538376,
0.011578858830034733,
-0.08911681175231934,
-0.11720240861177444,
0.04661434516310692,
0.10410264134407043,
0.021796567365527153,
-0.07970178872346878,
-0.0056259543634951115,
-0.006615752354264259,
-0.08057913184165955,
0.018342524766921997,
-0.039558425545692444,
0.13242429494857788,
-0.06032850593328476,
-0.04193549603223801,
-0.061201728880405426,
-0.05253435671329498,
-0.028942547738552094,
0.0040871440432965755,
0.032619595527648926,
0.06013963371515274,
0.03134138137102127,
0.045665912330150604,
0.001796014024876058,
0.031692106276750565,
0.036954738199710846,
0.06465761363506317,
0.09021180868148804,
-0.049534909427165985,
0.018881894648075104,
-0.06743692606687546,
-0.038714174181222916,
-0.0547885037958622,
0.06269146502017975,
0.005295943934470415,
0.03934435173869133,
0.052431464195251465,
0.04999540001153946,
0.08953432738780975,
-0.07458802312612534,
0.07152319699525833,
-0.029216935858130455,
0.06677747517824173,
-0.01532646082341671,
0.04730787128210068,
0.00822607520967722,
0.06533151865005493,
-0.0596279501914978,
-0.07477114349603653,
-0.0313049852848053,
0.015930766239762306,
0.03295012563467026,
-0.06723231077194214,
-0.042952653020620346,
-0.04261269047856331,
0.01185902301222086,
-0.03334949538111687,
-0.0014489070745185018,
0.021391870453953743,
0.03903750330209732,
-0.05514717102050781,
-0.04277421906590462,
-0.025060493499040604,
0.0806046575307846,
-0.06582839041948318,
0.07608352601528168,
-0.02290639467537403,
0.0719950869679451,
-0.061160746961832047,
0.024242235347628593,
0.06185654550790787,
0.07175646722316742,
-0.07823660224676132,
-0.030115937814116478,
-0.10422277450561523,
-0.026305727660655975,
-0.07877963781356812,
-0.028245508670806885,
-0.017756251618266106,
0.019191736355423927,
0.00025312730576843023,
-0.012377303093671799,
-0.008815614506602287,
0.053364962339401245,
-0.035645484924316406,
-0.0889284536242485,
-0.05143704637885094,
0.01396844070404768,
-0.033807091414928436,
0.04405400902032852,
0.0807793140411377,
0.05607689544558525,
-0.0034765948075801134,
-0.030294712632894516,
0.03014308027923107,
0.058793410658836365,
0.02336360514163971,
-0.001836647978052497,
-0.0432831272482872,
0.037548430263996124,
-0.03481340408325195,
0.0015255323378369212,
0.05265575274825096,
-0.051566749811172485,
-0.050401702523231506,
0.042683470994234085,
0.010489530861377716,
-0.062246840447187424,
0.019731907173991203,
0.0672350600361824,
0.005205621477216482,
0.007908429019153118,
0.03625687584280968,
-0.029402045533061028,
-0.002685862360522151,
-0.07921292632818222,
-0.006035118829458952,
0.03685203194618225,
0.07339455932378769,
-0.0629562959074974,
-0.07907058298587799,
0.06365303695201874,
-0.051327869296073914,
-0.017059583216905594,
-0.0664355680346489,
-0.04329198598861694,
-0.018886910751461983,
-0.06588324159383774,
-0.03555843606591225,
0.04822944477200508,
0.049173932522535324,
-0.04638991132378578,
-0.0654706209897995,
-0.06359115242958069,
-0.00010060347995022312,
-0.02586420066654682,
0.07201135903596878,
-0.026480525732040405,
-0.0019492247374728322,
0.0072297896258533,
-0.020021623000502586,
0.061509739607572556,
0.05573386326432228,
-0.05019303783774376,
-0.04913575202226639,
-0.03160712495446205,
-0.01650715433061123,
0.0697723850607872,
0.09058080613613129,
0.09436491876840591,
-0.06048434600234032,
0.03304792940616608,
0.013474918901920319,
-0.032045263797044754,
0.03956446424126625,
0.059759922325611115,
-0.007443647366017103,
-0.009900822304189205,
-0.0504804290831089,
-0.05053158849477768,
-0.03200656175613403,
-0.04096383973956108,
-0.07446214556694031,
0.04026501253247261,
-0.016486881300807,
-0.04185913875699043,
-0.025517724454402924,
-0.03923964500427246,
-0.024663662537932396,
0.06611824780702591,
-0.02983107604086399,
-0.03991374373435974,
0.0876154974102974,
-0.002437226939946413,
0.05510934814810753,
0.059914521872997284,
0.0280592143535614,
-0.034667182713747025,
-0.0038277236744761467,
0.07855281233787537,
-0.04556133598089218,
-0.06764603406190872,
-0.035599879920482635,
-0.04200514033436775,
0.02137078531086445,
-0.0507398284971714,
0.06620439887046814,
0.03387132287025452,
-0.012606495060026646,
0.07702653110027313,
-0.056999966502189636,
0.06039143353700638,
-0.024351701140403748,
-0.04532599076628685,
0.01454964466392994,
0.05082613229751587,
-0.05014808475971222,
-0.0033930109348148108,
0.04150131344795227,
0.02404700592160225,
0.04008324444293976,
0.012608971446752548,
0.041400279849767685,
0.05111407861113548,
-0.024270478636026382,
-0.053430091589689255,
0.043451301753520966,
0.07410687208175659,
-0.017582237720489502,
0.06675013154745102,
-0.11395787447690964,
-0.07240292429924011,
-0.015245090238749981,
-0.06567814201116562,
0.00005307165702106431,
-0.04172511771321297,
0.038038499653339386,
0.018594373017549515,
-0.06996975094079971,
-0.0020399412605911493,
0.026499906554818153,
-0.013563014566898346,
0.021200846880674362,
-0.05181986838579178,
-0.05521498993039131,
0.06978930532932281,
-0.08097662776708603,
-0.026179658249020576,
-0.03283798694610596,
0.07531069964170456,
-0.08335306495428085,
-0.03296124190092087,
-0.004056141246110201,
0.02954184077680111,
-0.0587194450199604,
0.029096435755491257,
-0.02193249762058258,
-0.03811253234744072,
0.05886147543787956,
-0.023584051057696342,
-0.029911193996667862,
0.018651463091373444,
0.06913748383522034,
-0.05893324315547943,
0.02496597170829773,
0.052763432264328,
-0.015239141881465912,
0.06729647517204285,
-0.0546540692448616,
-0.01713063195347786,
0.12464810162782669,
0.04420046880841255,
-0.05486592650413513,
-0.03609217330813408,
0.03146018460392952,
0.05025628209114075,
0.027699779719114304,
0.08404076844453812,
-0.03369973599910736,
0.0330851711332798,
0.04491030052304268,
-0.0005733146099373698,
0.06495959311723709,
0.04114144295454025,
-0.023312443867325783,
0.03262956067919731,
-0.00955694355070591,
-0.04471338167786598,
-0.07095326483249664,
-0.01199425384402275,
-0.04965747147798538,
-0.05762745067477226,
0.05781405419111252,
0.048758067190647125,
0.030791617929935455,
0.06778039783239365
] |
## Related posts
View all
No results found.
There are no results with this criteria. Try changing your search.
Large Language Model
Large Language Model
Foundation Models
Foundation Models
Corporate
Corporate
People
People
Structured Data
Structured Data
Chat GPT
Chat GPT
Sustainability
Sustainability
Voice & Sound
Voice & Sound
Front-End Development
Front-End Development
Data Protection & Security
Data Protection & Security
Responsible/ Ethical AI
Responsible/ Ethical AI
Infrastructure
Infrastructure
Hardware & sensors
Hardware & sensors
MLOps
MLOps
Generative AI
Generative AI
Natural language processing
Natural language processing
Computer vision
Computer vision
Accelerating businesses with AI technology & experts
Contact:
info@ml6.eu
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form. | scraping/output/-5981754466922191164.txt | [
0.02324007824063301,
-0.011104214005172253,
-0.03359818831086159,
-0.034629203379154205,
0.04724189266562462,
-0.04798896238207817,
0.07847344130277634,
0.06397712230682373,
0.062340833246707916,
-0.031691212207078934,
0.02892303839325905,
0.023449469357728958,
0.043334171175956726,
-0.04532517120242119,
-0.03000122308731079,
0.056988030672073364,
0.038258664309978485,
-0.046969227492809296,
-0.021269850432872772,
-0.06725072115659714,
0.039129484444856644,
-0.0073796287178993225,
-0.0574614554643631,
0.07620006054639816,
0.07307920604944229,
0.033340372145175934,
-0.06364721804857254,
-0.019708063453435898,
0.03132415562868118,
-0.03589551895856857,
-0.014933601021766663,
-0.0425260104238987,
0.07033692300319672,
-0.07619734108448029,
0.029151955619454384,
-0.008963074535131454,
-0.03340385854244232,
-0.02998136542737484,
0.06421276926994324,
-0.08920592814683914,
-0.003347642021253705,
0.05750991031527519,
0.01303987205028534,
0.050443559885025024,
0.013971896842122078,
0.050468809902668,
-0.029450036585330963,
0.05189300701022148,
-0.01157289370894432,
-0.036245398223400116,
-0.06967071443796158,
0.0592854805290699,
0.03364967182278633,
0.03603292629122734,
0.0695347711443901,
-0.07103671133518219,
-0.08529733866453171,
-0.07915353029966354,
-0.05050923675298691,
0.03993512690067291,
0.050838321447372437,
-0.06921703368425369,
-0.009216141887009144,
0.03271564096212387,
0.07904987037181854,
0.0975646823644638,
0.017837299033999443,
0.028197020292282104,
-0.0912088006734848,
-0.061182763427495956,
-0.05167452245950699,
0.08128722757101059,
0.021109970286488533,
-0.06334666162729263,
-0.0025875901337713003,
0.03320077806711197,
0.00033689758856780827,
-0.06618967652320862,
0.025173529982566833,
-0.03524922952055931,
-0.06843848526477814,
-0.031449150294065475,
-0.04463900253176689,
0.012571201659739017,
-0.07051287591457367,
0.06283827126026154,
0.05571858212351799,
-0.06311751902103424,
0.07611759006977081,
-0.035812485963106155,
0.05231579765677452,
0.048486970365047455,
-0.05965747684240341,
-0.0540892593562603,
-0.03193773701786995,
-0.07551360875368118,
-0.05079970881342888,
0.06998393684625626,
0.06161300092935562,
-0.062238872051239014,
0.05708818510174751,
-0.050272971391677856,
0.07773628830909729,
-0.061745334416627884,
-0.03493698686361313,
0.022533096373081207,
0.04142913967370987,
-0.0742575079202652,
0.04418642073869705,
-0.07031602412462234,
-0.07100708782672882,
0.06319745630025864,
0.08432700484991074,
0.044482048600912094,
-0.0620027631521225,
-0.022433923557400703,
-0.019107796251773834,
-0.03748380392789841,
-0.0052953013218939304,
-0.019630713388323784,
0.09786263108253479,
-0.04955465346574783,
-0.09262589365243912,
-0.06996212154626846,
-0.032373763620853424,
-0.02941739931702614,
-0.007500113919377327,
0.033995624631643295,
-0.0017606712644919753,
0.020897969603538513,
-0.00015716553025413305,
0.011084361933171749,
0.032149478793144226,
0.06706549227237701,
0.06837788224220276,
0.08165307343006134,
-0.08112744987010956,
-0.022651536390185356,
-0.04769337177276611,
-0.04450717568397522,
-0.043244946748018265,
0.04854363575577736,
-0.01815227046608925,
0.04606977850198746,
0.04792727157473564,
0.02656911313533783,
0.0889522060751915,
-0.05295821651816368,
0.06021701917052269,
-0.008203237317502499,
0.08719268441200256,
-0.014992221258580685,
0.08857168257236481,
0.029499683529138565,
0.0357411652803421,
-0.05395863950252533,
-0.06842831522226334,
-0.04647543653845787,
0.02767755277454853,
0.04933736473321915,
-0.04992113262414932,
-0.05457230657339096,
-0.044946521520614624,
-0.0122703667730093,
-0.04653081297874451,
-0.006477942690253258,
0.043038804084062576,
0.06353017687797546,
-0.05353110283613205,
-0.06548793613910675,
-0.08569290488958359,
0.03630003333091736,
-0.05439138785004616,
0.07509898394346237,
-0.02358267270028591,
0.043513424694538116,
-0.05676859989762306,
0.05213584750890732,
0.02905542403459549,
0.06287700682878494,
-0.0799165815114975,
-0.023363560438156128,
-0.08973944187164307,
-0.06896279752254486,
-0.07727347314357758,
-0.07000841945409775,
-0.01677786372601986,
0.040246862918138504,
0.0242916289716959,
-0.03887276351451874,
0.014108913950622082,
0.030739428475499153,
-0.043397676199674606,
-0.06807830184698105,
-0.06178212910890579,
0.02660263329744339,
-0.0323563888669014,
0.057688020169734955,
0.0526827909052372,
0.055235717445611954,
0.006593527738004923,
0.0067511689849197865,
0.02167545258998871,
0.0382467657327652,
0.05766495689749718,
-0.005216551478952169,
-0.027779962867498398,
0.0656171664595604,
-0.03128514066338539,
0.04591726139187813,
0.05935340002179146,
-0.05036207288503647,
-0.057912763208150864,
0.030660763382911682,
0.01700729690492153,
-0.02103874646127224,
0.020335955545306206,
0.09129660576581955,
-0.042370591312646866,
0.05677381902933121,
0.025342728942632675,
-0.023670444265007973,
0.07375399768352509,
-0.08159178495407104,
0.0054208701476454735,
0.03809376433491707,
0.07036290317773819,
-0.04395442456007004,
-0.04593460634350777,
0.03167734295129776,
-0.06898710131645203,
-0.035292305052280426,
-0.05936448276042938,
-0.06421869993209839,
-0.04510660097002983,
-0.05011520907282829,
-0.021335676312446594,
0.032661035656929016,
0.06877102702856064,
-0.03647097572684288,
-0.06412789970636368,
-0.061455581337213516,
0.03531128168106079,
-0.056777168065309525,
0.05424031615257263,
-0.04704618081450462,
-0.007797017227858305,
0.03355773538351059,
0.003076538210734725,
0.014315638691186905,
0.053452808409929276,
-0.0280232522636652,
-0.014827369712293148,
-0.01649973727762699,
-0.044311121106147766,
0.06651632487773895,
0.06007692217826843,
0.08021599799394608,
-0.0717146247625351,
0.0579473078250885,
0.04358251020312309,
-0.024159638211131096,
0.08199086040258408,
0.05166485533118248,
0.03621118888258934,
0.02787398360669613,
-0.03431268408894539,
-0.052669283002614975,
-0.058177400380373,
-0.05939364433288574,
-0.06593603640794754,
0.04197462648153305,
0.01023421436548233,
-0.045576151460409164,
-0.06069617718458176,
-0.04554833471775055,
-0.010801938362419605,
0.07295925170183182,
-0.02103343978524208,
-0.011152535676956177,
0.0819467157125473,
0.002665051259100437,
0.040265295654535294,
0.03997161611914635,
0.023964466527104378,
-0.052333589643239975,
-0.010042673908174038,
0.061384167522192,
-0.03569561615586281,
-0.054831020534038544,
-0.036566901952028275,
-0.07830153405666351,
0.036991626024246216,
-0.02588670328259468,
0.09110961854457855,
0.04884220287203789,
0.009421547874808311,
0.05856985226273537,
-0.05275183543562889,
0.03201867640018463,
0.0017245112685486674,
-0.03256336227059364,
0.054813090711832047,
0.07527921348810196,
-0.03350157290697098,
0.009598069824278355,
0.00516716530546546,
0.03138592466711998,
0.04314928501844406,
0.010338559746742249,
0.03884539753198624,
0.02571449615061283,
-0.03150758519768715,
-0.011700909584760666,
0.06946232169866562,
0.08889778703451157,
-0.028091609477996826,
0.057072486728429794,
-0.08417027443647385,
-0.055839162319898605,
-0.026785623282194138,
-0.07233133167028427,
0.01341088768094778,
-0.091366708278656,
0.035599227994680405,
0.07032592594623566,
-0.09322793036699295,
-0.01881772093474865,
0.04491037130355835,
0.013955382630228996,
0.03499002754688263,
-0.04959207400679588,
-0.03829633817076683,
0.057401448488235474,
-0.02679937519133091,
-0.012229640036821365,
-0.021495619788765907,
0.0822913721203804,
-0.08900720626115799,
-0.057612136006355286,
0.026911595836281776,
0.012883473187685013,
-0.07366973161697388,
0.021138682961463928,
-0.02422001212835312,
-0.04245349392294884,
0.08825894445180893,
-0.020530791953206062,
-0.041338950395584106,
0.025821678340435028,
0.0998268574476242,
-0.07235700637102127,
0.0231680478900671,
0.04962534457445145,
-0.06141557916998863,
0.07483679801225662,
-0.04945935681462288,
-0.034851282835006714,
0.1013292521238327,
0.05747246742248535,
-0.0733380988240242,
-0.05942098796367645,
0.03292081505060196,
0.03428050875663757,
0.016991961747407913,
0.053772568702697754,
-0.026808587834239006,
0.009416056796908379,
0.052739061415195465,
-0.015174821019172668,
0.08003027737140656,
0.060600731521844864,
-0.05031326413154602,
0.020957114174962044,
-0.04414420947432518,
-0.06158149614930153,
-0.054508961737155914,
0.01866421476006508,
-0.05020703002810478,
-0.05162526294589043,
0.02985459566116333,
0.04776521399617195,
0.019197281450033188,
0.0739162266254425
] |
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/-5981754466922191164.txt | [
0.01188699807971716,
-0.019043102860450745,
-0.02745695225894451,
-0.04586684703826904,
0.037627894431352615,
-0.057215381413698196,
0.0641404315829277,
0.10131410509347916,
0.05475594848394394,
-0.025892818346619606,
0.0642801970243454,
0.05204169452190399,
0.048060305416584015,
-0.023868849501013756,
-0.029711825773119926,
0.05236971750855446,
0.027418356388807297,
-0.04006100818514824,
-0.06422868371009827,
-0.06070201098918915,
0.0010628355666995049,
0.006578783970326185,
-0.06362169981002808,
0.05009441822767258,
0.06833367794752121,
0.05568792298436165,
-0.028279924765229225,
0.013013173826038837,
0.05015105381608009,
-0.03310607746243477,
-0.05233161896467209,
-0.04211539775133133,
0.061566900461912155,
-0.08112742006778717,
0.048161186277866364,
0.027664635330438614,
-0.05246429890394211,
-0.03210889548063278,
0.03437666594982147,
-0.0929039716720581,
-0.007018157746642828,
0.009673431515693665,
0.013824963942170143,
0.05588645115494728,
0.0019538034684956074,
0.05423097312450409,
-0.020447421818971634,
0.029658393934369087,
-0.0076965391635894775,
-0.018919970840215683,
-0.06098739057779312,
0.048209577798843384,
-0.006029705982655287,
0.05309872329235077,
0.06885220855474472,
-0.0601961649954319,
-0.10247394442558289,
-0.0707239881157875,
-0.05541790649294853,
0.046555452048778534,
0.054060421884059906,
-0.09159033000469208,
0.03578262776136398,
0.0432296022772789,
0.08225441724061966,
0.07746680825948715,
0.03167274221777916,
0.04295102134346962,
-0.08888158947229385,
-0.05380885303020477,
-0.0763760358095169,
0.059308066964149475,
0.012715411372482777,
-0.06688965111970901,
-0.001696574268862605,
0.043868158012628555,
0.0384930782020092,
-0.07318389415740967,
0.02442852593958378,
-0.03569606691598892,
-0.05772734060883522,
-0.04804437980055809,
-0.04584848880767822,
0.033161234110593796,
-0.05933117866516113,
0.05249151214957237,
0.049163755029439926,
-0.06364362686872482,
0.055728208273649216,
-0.047371044754981995,
0.04494050145149231,
0.04639001935720444,
-0.08932572603225708,
-0.058494552969932556,
-0.03547162190079689,
-0.07498825341463089,
-0.02553257718682289,
0.05089692771434784,
0.027522685006260872,
-0.049077894538640976,
0.06009586527943611,
-0.07428177446126938,
0.0705401822924614,
-0.06682652235031128,
-0.04621991142630577,
0.052776314318180084,
0.031545430421829224,
-0.07722489535808563,
0.06818744540214539,
-0.07498453557491302,
-0.05040258169174194,
0.05467849224805832,
0.08760984241962433,
0.0826568678021431,
-0.06796111166477203,
-0.035220157355070114,
-0.013339342549443245,
-0.0713958665728569,
0.021426478400826454,
-0.01596437394618988,
0.08862382918596268,
-0.034509655088186264,
-0.06783141940832138,
-0.07178248465061188,
-0.03792291134595871,
-0.03464366868138313,
0.006212611682713032,
0.028058534488081932,
-0.009040137752890587,
0.024907894432544708,
0.025577496737241745,
0.04871635511517525,
0.020114706829190254,
0.08761719614267349,
0.07558436691761017,
0.0749002993106842,
-0.07070491462945938,
-0.03323816508054733,
-0.037217143923044205,
-0.03580048680305481,
-0.036700811237096786,
0.06021760031580925,
-0.03332924842834473,
0.0607580803334713,
0.07630216330289841,
0.02320099249482155,
0.10654159635305405,
-0.04296658933162689,
0.06998354941606522,
-0.00837288424372673,
0.0953495129942894,
-0.026801100000739098,
0.08613575994968414,
0.047873154282569885,
0.053919240832328796,
-0.06770626455545425,
-0.04861998185515404,
-0.030645253136754036,
0.03501976653933525,
0.05121026933193207,
-0.05052107200026512,
-0.0593758225440979,
-0.04301838204264641,
-0.01707160472869873,
-0.056834541261196136,
-0.011700239963829517,
0.027325453236699104,
0.06643582880496979,
-0.06426024436950684,
-0.05918464437127113,
-0.045165952295064926,
0.040302857756614685,
-0.0463588684797287,
0.08500758558511734,
-0.023084869608283043,
0.06419883668422699,
-0.06662285327911377,
0.06221722066402435,
0.05971141904592514,
0.04116241633892059,
-0.060126230120658875,
-0.050814200192689896,
-0.06340507417917252,
-0.038485389202833176,
-0.0629211887717247,
-0.05380384624004364,
-0.04564427211880684,
0.030194073915481567,
0.044922009110450745,
-0.026756135746836662,
-0.0153912752866745,
0.03414105251431465,
-0.062162838876247406,
-0.06168437376618385,
-0.04830434173345566,
0.022348904982209206,
-0.025576993823051453,
0.08140625059604645,
0.05179166793823242,
0.028442662209272385,
0.005396152380853891,
-0.016283567994832993,
0.07648018002510071,
0.04514053463935852,
0.047727376222610474,
-0.017245499417185783,
-0.029242899268865585,
0.06110946834087372,
-0.046790171414613724,
0.058544594794511795,
0.0733225867152214,
-0.038941558450460434,
-0.0413752906024456,
0.04155775159597397,
0.000606850313488394,
-0.01670904830098152,
0.04597735404968262,
0.0863335132598877,
-0.051522064954042435,
0.0420171283185482,
0.01344902254641056,
-0.03923535346984863,
0.0403677299618721,
-0.0845828652381897,
-0.009938069619238377,
0.01865624077618122,
0.05465429648756981,
-0.07939382642507553,
-0.035301774740219116,
0.049638450145721436,
-0.02295575849711895,
-0.05208751931786537,
-0.07686827331781387,
-0.07902192324399948,
-0.05686759576201439,
-0.043536510318517685,
-0.012894278392195702,
0.0480317585170269,
0.06055174395442009,
-0.05214337632060051,
-0.05998019501566887,
-0.05043954774737358,
0.03047727793455124,
-0.054213423281908035,
0.04823597893118858,
-0.03783861920237541,
-0.025488898158073425,
0.013400341384112835,
-0.01959572732448578,
0.01944536715745926,
0.016388781368732452,
-0.03907875716686249,
-0.022630931809544563,
-0.031792644411325455,
-0.06246769428253174,
0.04643150418996811,
0.03974001854658127,
0.06919051706790924,
-0.05472777411341667,
0.030645305290818214,
0.006477353163063526,
-0.03202969953417778,
0.09682983160018921,
0.05189726874232292,
0.028566576540470123,
0.03365657106041908,
-0.025116965174674988,
-0.05997704342007637,
-0.04192066192626953,
-0.06312621384859085,
-0.055299971252679825,
0.07334835827350616,
0.030459361150860786,
-0.04819170758128166,
-0.06864780932664871,
-0.021060924977064133,
-0.02424999326467514,
0.06687603145837784,
-0.052951715886592865,
-0.042704708874225616,
0.07915327697992325,
0.004657976794987917,
0.05244358628988266,
0.06208992749452591,
0.05329051986336708,
-0.020965110510587692,
0.0016811552923172712,
0.0610099658370018,
-0.051883380860090256,
-0.05651559308171272,
-0.03367623686790466,
-0.05053653195500374,
0.032194264233112335,
-0.03902542591094971,
0.09189614653587341,
0.03734390810132027,
-0.004034762270748615,
0.06280827522277832,
-0.03678135573863983,
0.04204700142145157,
-0.02208227664232254,
-0.019739821553230286,
0.05071765556931496,
0.0657719150185585,
-0.052813321352005005,
0.024907484650611877,
0.011254599317908287,
0.024623608216643333,
0.032608695328235626,
0.016632912680506706,
0.0468212366104126,
0.055963702499866486,
-0.044877033680677414,
-0.018213914707303047,
0.042814962565898895,
0.0728253424167633,
-0.017869791015982628,
0.05810571834445,
-0.09630181640386581,
-0.04794623330235481,
-0.015661880373954773,
-0.030876388773322105,
0.009488324634730816,
-0.09092512726783752,
0.04215230047702789,
0.06699549406766891,
-0.07520047575235367,
-0.031778980046510696,
0.05055657774209976,
0.016693351790308952,
0.013606123626232147,
-0.050566501915454865,
-0.03881506249308586,
0.04622562974691391,
-0.055172402411699295,
-0.04975440725684166,
-0.010008778423070908,
0.046047408133745193,
-0.06245820224285126,
-0.07393495738506317,
0.02370780147612095,
0.03304407745599747,
-0.08021232485771179,
0.028028087690472603,
-0.045951101928949356,
-0.04990231990814209,
0.06845005601644516,
-0.01839587464928627,
-0.03626121208071709,
0.022243501618504524,
0.0876324474811554,
-0.08604875952005386,
0.028971049934625626,
0.04827665537595749,
-0.06084829568862915,
0.0547211691737175,
-0.05380764231085777,
-0.03374522551894188,
0.08341414481401443,
0.06925683468580246,
-0.060129642486572266,
-0.05152592808008194,
0.04492776840925217,
0.03968346118927002,
0.010235664434731007,
0.06609538942575455,
-0.038871508091688156,
0.0007002230850048363,
0.032799992710351944,
-0.03197188302874565,
0.0744338110089302,
0.08525167405605316,
-0.04058973863720894,
0.008162595331668854,
-0.0229653287678957,
-0.05084361135959625,
-0.04966985434293747,
0.021330691874027252,
-0.03131573274731636,
-0.04929095879197121,
0.0427878312766552,
0.0376339890062809,
-0.0012813964858651161,
0.042246460914611816
] |
Natural language processing
Voice & Sound
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
Blogposts
All Posts
March 10, 2023
# Who spoke when: Choosing the right speaker diarization tool
Contributors
Philippe Moussali
Machine Learning Engineer
No items found.
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received! | scraping/output/5364586834657158796.txt | [
0.029764167964458466,
0.001905741635710001,
-0.042667455971241,
-0.030023008584976196,
0.0540601871907711,
-0.05167466774582863,
0.08065500855445862,
0.06676846742630005,
0.04073062166571617,
-0.04225308448076248,
0.004905284848064184,
0.027854224666953087,
0.02216924913227558,
-0.034494586288928986,
-0.014520244672894478,
0.046503834426403046,
0.020744159817695618,
-0.016168391332030296,
-0.0426199696958065,
-0.06144729629158974,
0.01242411881685257,
0.009657561779022217,
-0.0523250475525856,
0.06498673558235168,
0.06534431129693985,
0.01829732581973076,
-0.06017032265663147,
0.008070915937423706,
0.02741854637861252,
-0.036682792007923126,
-0.00240589608438313,
-0.034509360790252686,
0.06822486966848373,
-0.07392289489507675,
0.02434426359832287,
-0.020854510366916656,
-0.03503139689564705,
-0.031458694487810135,
0.07911651581525803,
-0.08657572418451309,
0.00001623268508410547,
0.030851172283291817,
0.019610445946455002,
0.032389890402555466,
0.05499555170536041,
0.054539285600185394,
-0.04459899291396141,
0.04112883284687996,
-0.02217830717563629,
-0.026692522689700127,
-0.06095684692263603,
0.028791524469852448,
0.026630286127328873,
0.03910352289676666,
0.06457613408565521,
-0.07722006738185883,
-0.08938177675008774,
-0.04447595402598381,
-0.05738912522792816,
0.046109993010759354,
0.04040014371275902,
-0.08439648896455765,
0.009559843689203262,
0.007836300879716873,
0.07371778041124344,
0.06324750930070877,
0.016192171722650528,
0.03952167183160782,
-0.10009560734033585,
-0.048784539103507996,
-0.04985707625746727,
0.07934886962175369,
0.02212846465408802,
-0.05038493871688843,
-0.006796421017497778,
0.013842953369021416,
0.03308471292257309,
-0.07522810995578766,
0.04098134860396385,
-0.04536222293972969,
-0.03092002682387829,
-0.04774119704961777,
-0.06507278978824615,
0.00569695932790637,
-0.08328176289796829,
0.031927503645420074,
0.06221774220466614,
-0.06107112765312195,
0.061121463775634766,
-0.03584013879299164,
0.025873009115457535,
0.07171940803527832,
-0.044055502861738205,
-0.04608669877052307,
-0.03992322087287903,
-0.0788257047533989,
-0.05220913887023926,
0.053955044597387314,
0.03558686748147011,
-0.04289717599749565,
0.05870944261550903,
-0.0691651776432991,
0.08610305935144424,
-0.07442467659711838,
-0.0470145046710968,
0.05000820755958557,
0.04712793603539467,
-0.09619773924350739,
0.05182300880551338,
-0.06965053826570511,
-0.06491886079311371,
0.0723581463098526,
0.10598165541887283,
0.06097906082868576,
-0.05553236976265907,
-0.03484130650758743,
-0.04337683320045471,
-0.04280081018805504,
0.01017746701836586,
-0.02908303029835224,
0.09979202598333359,
-0.03949794918298721,
-0.11168040335178375,
-0.09377764165401459,
-0.022121010348200798,
-0.031198499724268913,
-0.007626454345881939,
0.034160297363996506,
0.014176049269735813,
0.07291264832019806,
0.011547528207302094,
-0.005206077825278044,
0.025241615250706673,
0.0468212328851223,
0.07977983355522156,
0.08967193961143494,
-0.06970460712909698,
-0.029598841443657875,
-0.0460289865732193,
-0.04570593684911728,
-0.0209653340280056,
0.05096643045544624,
-0.011560807935893536,
0.039323147386312485,
0.051431264728307724,
0.03126942366361618,
0.09288761764764786,
-0.07428178936243057,
0.05167820677161217,
0.006086950656026602,
0.07986889034509659,
-0.015141868032515049,
0.08062347769737244,
0.030445899814367294,
0.05144479498267174,
-0.04144721478223801,
-0.07413433492183685,
-0.05809098854660988,
0.033052392303943634,
0.04113175347447395,
-0.030912816524505615,
-0.06213591247797012,
-0.026384778320789337,
0.0010709414491429925,
-0.0431160032749176,
-0.0019248188473284245,
0.05406840145587921,
0.08216647058725357,
-0.044922832399606705,
-0.09115999191999435,
-0.06230584904551506,
0.056836437433958054,
-0.056997694075107574,
0.05482678487896919,
-0.01818074658513069,
0.038284458220005035,
-0.07521481066942215,
0.058184560388326645,
0.05239109694957733,
0.06629709899425507,
-0.08615242689847946,
-0.021634269505739212,
-0.06316336989402771,
-0.0488409586250782,
-0.08378256857395172,
-0.0813075602054596,
-0.019444948062300682,
0.04604869335889816,
0.04466118663549423,
-0.04217133671045303,
-0.019683297723531723,
0.03816888853907585,
-0.034314438700675964,
-0.06712149828672409,
-0.05160893499851227,
0.022328395396471024,
-0.004327942617237568,
0.04072967544198036,
0.05707758292555809,
0.04939669370651245,
0.014208984561264515,
-0.008459467440843582,
0.02144666388630867,
0.029580919072031975,
0.0688648521900177,
-0.014643077738583088,
-0.0302952378988266,
0.05940430983901024,
-0.02739209309220314,
0.03908133879303932,
0.05151299759745598,
-0.031133584678173065,
-0.024093618616461754,
0.034668903797864914,
0.004939282778650522,
-0.017471980303525925,
0.048063576221466064,
0.09248683601617813,
-0.06920108944177628,
0.06993386894464493,
0.03890272229909897,
-0.014851804822683334,
0.06090361624956131,
-0.06500444561243057,
-0.013856488279998302,
0.0548880510032177,
0.060719531029462814,
-0.06205551326274872,
-0.02551422454416752,
0.03425522521138191,
-0.07302135229110718,
-0.025275234133005142,
-0.053982194513082504,
-0.07258359342813492,
-0.04044117406010628,
-0.050958894193172455,
-0.009652959182858467,
0.025755248963832855,
0.05762381851673126,
-0.056706566363573074,
-0.05520601570606232,
-0.04939115047454834,
0.05421218276023865,
-0.07210623472929001,
0.06182195246219635,
-0.06271390616893768,
0.0023245271295309067,
0.061975982040166855,
-0.01222002413123846,
0.02110384777188301,
0.05618659779429436,
-0.03325306996703148,
-0.005513716954737902,
-0.020856259390711784,
-0.05635587126016617,
0.05839516595005989,
0.0726441964507103,
0.06730727851390839,
-0.07496511936187744,
0.05153704807162285,
0.02234501577913761,
-0.050504669547080994,
0.08943898230791092,
0.04848148673772812,
0.03652787581086159,
0.054855573922395706,
-0.04904646426439285,
-0.05134175345301628,
-0.05712922662496567,
-0.06306803226470947,
-0.04666513949632645,
0.036998771131038666,
-0.0017192038940265775,
-0.03034600056707859,
-0.07756666094064713,
-0.003940293099731207,
0.01775929145514965,
0.08825086802244186,
-0.03019338846206665,
-0.026446016505360603,
0.07905405014753342,
0.00112693861592561,
0.029121125116944313,
0.04176849499344826,
0.0033919804263859987,
-0.03331293910741806,
-0.008218957111239433,
0.03802134841680527,
-0.036397531628608704,
-0.05204365402460098,
-0.039167363196611404,
-0.0851845070719719,
0.04785385727882385,
-0.014793356880545616,
0.0867759957909584,
0.02210751734673977,
0.031154578551650047,
0.0696592777967453,
-0.036653291434049606,
0.04131278023123741,
0.005364878103137016,
-0.009024866856634617,
0.04241691902279854,
0.08232232183218002,
-0.01770368032157421,
-0.0020137764513492584,
-0.008845685049891472,
0.04834733530879021,
0.03938326984643936,
0.022340936586260796,
0.07412444055080414,
0.02877538837492466,
-0.04464345425367355,
-0.01331388670951128,
0.05145920440554619,
0.08600644022226334,
-0.05697455257177353,
0.05213803052902222,
-0.10365235805511475,
-0.06835740804672241,
-0.04304443299770355,
-0.0729532241821289,
0.003499529091641307,
-0.07962095737457275,
0.024025307968258858,
0.09030436724424362,
-0.05528731644153595,
-0.030247600749135017,
0.054560571908950806,
0.011790801770985126,
0.01845075935125351,
-0.03733092173933983,
-0.04132989048957825,
0.0624055340886116,
-0.030948175117373466,
-0.03765060380101204,
-0.04157174378633499,
0.06999965757131577,
-0.0816207304596901,
-0.06541061401367188,
0.04833135008811951,
-0.0008518502581864595,
-0.07197762280702591,
0.032315727323293686,
-0.02509584091603756,
-0.01850772835314274,
0.07790011167526245,
-0.020557038486003876,
-0.047466568648815155,
0.040838927030563354,
0.08543995022773743,
-0.0754094198346138,
0.029563840478658676,
0.03943588212132454,
-0.06692918390035629,
0.07421340048313141,
-0.048581745475530624,
-0.03179570659995079,
0.07371088862419128,
0.03488968312740326,
-0.0408874973654747,
-0.06842048466205597,
0.052516236901283264,
0.02677868865430355,
0.02395000122487545,
0.05120858550071716,
-0.02153727039694786,
-0.010756176896393299,
0.01836923323571682,
-0.019741591066122055,
0.07742705196142197,
0.07897448539733887,
-0.039654023945331573,
0.005830952897667885,
-0.048529043793678284,
-0.05210114270448685,
-0.058367643505334854,
0.02078179270029068,
-0.05532767251133919,
-0.03334442153573036,
0.03314577415585518,
0.046507660299539566,
0.006779833231121302,
0.06899457424879074
] |
No items found.
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Share this post
### Introduction
This blogpost is derived from its interactive version on Hugging Face Spaces.
You can continue reading there if you want the benefits of playing around with
multiple examples or to test some diarization tools on your own audio samples.
Illustration of speaker diarization
With the increase in applications of automated speech recognition systems
(ASR), the ability to partition a speech audio stream with multiple speakers
into individual segments associated with each individual has become a crucial
part of understanding speech data.
In this blog post, we will take a look at different open source frameworks for
speaker diarization and provide you with a guide to pick the most suited one
for your use case. | scraping/output/5364586834657158796.txt | [
0.028118593618273735,
-0.00906886626034975,
-0.015631655231118202,
-0.03667791560292244,
0.07029317319393158,
-0.03178262710571289,
0.056582629680633545,
0.06298154592514038,
0.0588793084025383,
-0.015502763912081718,
-0.003550157183781266,
0.03375234082341194,
0.004383265506476164,
-0.04508056864142418,
-0.03364674374461174,
0.04772091656923294,
0.049294061958789825,
-0.04796447977423668,
-0.07701870054006577,
-0.06586471199989319,
0.02415231429040432,
0.00472441129386425,
-0.06724735349416733,
0.05030609667301178,
0.09423350542783737,
-0.001192796160466969,
-0.0160102229565382,
-0.012786471284925938,
0.029416890814900398,
-0.10535608977079391,
-0.07012959569692612,
-0.00482459319755435,
0.08676669746637344,
-0.07160457223653793,
0.033877305686473846,
-0.019116895273327827,
-0.020564457401633263,
-0.04493173211812973,
0.05957961082458496,
-0.07904420047998428,
0.03312808647751808,
0.045938700437545776,
0.01420330349355936,
0.07880928367376328,
0.06719306856393814,
0.05983352288603783,
-0.029103243723511696,
0.048087023198604584,
-0.049228474497795105,
-0.03587668016552925,
-0.04664377495646477,
0.0532747358083725,
0.015175667591392994,
0.028054475784301758,
0.038223426789045334,
-0.06096828728914261,
-0.12120130658149719,
-0.07984311133623123,
-0.055395931005477905,
0.05013202875852585,
0.062102265655994415,
-0.07224895060062408,
0.0059067546389997005,
-0.006383894011378288,
0.054727744311094284,
0.06418595463037491,
0.002818881068378687,
0.013134547509253025,
-0.09184646606445312,
-0.0246918685734272,
-0.03126686438918114,
0.07321460545063019,
0.006272166967391968,
-0.040737103670835495,
0.012067721225321293,
0.05271083489060402,
0.08074835687875748,
-0.07242269814014435,
0.053471993654966354,
-0.08350470662117004,
-0.045680832117795944,
-0.010148460976779461,
-0.027217015624046326,
0.0446593202650547,
-0.06100456416606903,
0.0682666152715683,
0.05627857521176338,
-0.057649627327919006,
0.05558614060282707,
-0.053280819207429886,
0.01940762810409069,
0.012781858444213867,
-0.0667131319642067,
-0.07250728458166122,
-0.06939882040023804,
-0.09149035811424255,
-0.04127701744437218,
0.03455698490142822,
0.03793937340378761,
-0.04238520562648773,
0.07178892195224762,
-0.05452878028154373,
0.08452294766902924,
-0.05900833383202553,
-0.02855001948773861,
0.04043898358941078,
0.024760959669947624,
-0.06176328286528587,
0.06272465735673904,
-0.03140023350715637,
-0.05671648308634758,
0.054685328155756,
0.08832458406686783,
0.054971735924482346,
-0.055637773126363754,
-0.0749882236123085,
-0.050152409821748734,
-0.051481567323207855,
-0.005535338539630175,
0.013283989392220974,
0.08747247606515884,
-0.014975672587752342,
-0.09049684554338455,
-0.06859607994556427,
-0.04178231954574585,
-0.029859323054552078,
0.007393131032586098,
0.02928546816110611,
0.027574989944696426,
0.05098988488316536,
0.013531582430005074,
0.0015710752923041582,
0.01929199881851673,
0.06983871012926102,
0.05913282930850983,
0.09645529091358185,
-0.07777872681617737,
-0.02686416730284691,
-0.0335429310798645,
-0.03347351774573326,
-0.03890213742852211,
0.07681316882371902,
0.0221934262663126,
0.07673297822475433,
0.0753222405910492,
0.03470895439386368,
0.09078831970691681,
-0.03433024883270264,
0.07503761351108551,
0.021209677681326866,
0.0815834328532219,
0.021165328100323677,
0.05636533349752426,
0.01596103236079216,
0.03116697072982788,
-0.03469933941960335,
-0.06614134460687637,
-0.05063823238015175,
0.050733406096696854,
0.02798689901828766,
-0.015414552763104439,
-0.05760268494486809,
-0.05634576827287674,
-0.002348394598811865,
-0.02698046900331974,
0.007243434898555279,
0.023694081231951714,
0.09566134959459305,
-0.0386543795466423,
-0.0879330262541771,
-0.06499872356653214,
0.06268609315156937,
-0.03191940858960152,
0.06617569923400879,
-0.028192907571792603,
0.05774115398526192,
-0.06716807186603546,
0.049214478582143784,
0.03157631307840347,
0.06363576650619507,
-0.05273037403821945,
-0.013308478519320488,
-0.05381513386964798,
-0.02757931500673294,
-0.02142082341015339,
-0.0620281957089901,
-0.03305290266871452,
0.07405316829681396,
0.028269866481423378,
-0.03993773087859154,
-0.024834146723151207,
0.02750871330499649,
-0.03569123148918152,
-0.07837934792041779,
-0.05774141103029251,
0.0002875567879527807,
-0.00996674969792366,
0.04947078973054886,
0.051843076944351196,
0.04872917756438255,
-0.01019996590912342,
-0.010960928164422512,
0.03483765572309494,
0.04352116957306862,
0.02747149020433426,
-0.01581437513232231,
-0.027554675936698914,
0.03735378012061119,
-0.05083487555384636,
0.06005673483014107,
0.040928877890110016,
-0.05951298400759697,
-0.045101284980773926,
0.025617392733693123,
-0.01644124649465084,
-0.00171735230833292,
0.044008586555719376,
0.07367795705795288,
-0.04551919922232628,
0.008714382536709309,
0.03365397825837135,
-0.02496584877371788,
0.05249706655740738,
-0.09751641005277634,
0.0023691318929195404,
0.04789547249674797,
0.05377650260925293,
-0.07493622601032257,
-0.02864077128469944,
0.03740968555212021,
-0.046566884964704514,
-0.03996651992201805,
-0.05904655158519745,
-0.04783260449767113,
-0.0670563280582428,
-0.04824145510792732,
-0.032860271632671356,
0.023529233410954475,
0.06884467601776123,
-0.05600602924823761,
-0.03862379118800163,
-0.0433172807097435,
0.03517896309494972,
-0.08516200631856918,
0.05304525047540665,
-0.040888600051403046,
0.001964627532288432,
0.03605147451162338,
-0.011943752877414227,
0.0031902475748211145,
0.0225239135324955,
-0.05019966512918472,
-0.0317077599465847,
-0.03551151603460312,
-0.052228569984436035,
0.05622512474656105,
0.05668679624795914,
0.05023520067334175,
-0.05915505066514015,
0.047247033566236496,
0.013725009746849537,
-0.0507236123085022,
0.0876217857003212,
0.029424065724015236,
0.027648312970995903,
0.056222882121801376,
-0.023131439462304115,
-0.06443110853433609,
-0.02848673053085804,
-0.07003618776798248,
-0.0390746109187603,
0.09677968919277191,
0.00386459706351161,
-0.06625352799892426,
-0.09526139497756958,
-0.02977297268807888,
-0.0004051920841448009,
0.10712414979934692,
-0.02518492378294468,
-0.05025897175073624,
0.05149558559060097,
0.024600472301244736,
0.02873007021844387,
0.031976472586393356,
0.030791696161031723,
-0.042833589017391205,
-0.016475042328238487,
0.06273971498012543,
-0.02595667541027069,
-0.04736506566405296,
-0.024869386106729507,
-0.04292481765151024,
0.028137419372797012,
-0.013751894235610962,
0.11222726851701736,
0.0269871037453413,
0.005540257319808006,
0.05993417650461197,
-0.03828572854399681,
0.01009915117174387,
0.009348554536700249,
-0.02609449438750744,
0.042123228311538696,
0.0801716074347496,
-0.03956511989235878,
0.030533352866768837,
0.0027365637943148613,
0.056078892201185226,
0.049435876309871674,
0.02488366700708866,
0.08558312058448792,
-0.003768013324588537,
-0.03270893543958664,
-0.022180140018463135,
0.0516555979847908,
0.0681542307138443,
-0.05084092542529106,
0.0729261040687561,
-0.09115590155124664,
-0.05521067604422569,
-0.02556445449590683,
-0.07651422172784805,
-0.0023808383848518133,
-0.09564919769763947,
0.02338741533458233,
0.06531058251857758,
-0.07683977484703064,
-0.035308584570884705,
0.018611978739500046,
0.0004896795726381242,
0.03621499240398407,
-0.035684291273355484,
-0.021679222583770752,
0.02624395675957203,
-0.055620383471250534,
-0.025473522022366524,
-0.014396902173757553,
0.06836722046136856,
-0.07107526063919067,
-0.0880230963230133,
0.059049755334854126,
0.01898806169629097,
-0.04725157469511032,
0.006558828987181187,
-0.06703678518533707,
-0.020483247935771942,
0.06886253505945206,
-0.05843406915664673,
-0.05267656221985817,
-0.005932264029979706,
0.10705269128084183,
-0.06444308161735535,
0.013283515349030495,
0.05717941001057625,
-0.05568024143576622,
0.07569904625415802,
-0.03898447006940842,
-0.0492897555232048,
0.08328220993280411,
0.040894515812397,
-0.039398446679115295,
-0.05012061074376106,
0.04798830300569534,
0.03324510529637337,
0.00787523202598095,
0.0783708393573761,
-0.01405739039182663,
0.006283574737608433,
0.02963780052959919,
-0.03076127916574478,
0.07279420644044876,
0.06961214542388916,
-0.049031633883714676,
0.02175869420170784,
-0.04033016785979271,
-0.046609122306108475,
-0.06022248789668083,
0.05675873905420303,
-0.05891013890504837,
-0.039892446249723434,
0.04869880899786949,
0.06865408271551132,
-0.028880100697278976,
0.06421153992414474
] |
In this blog post, we will take a look at different open source frameworks for
speaker diarization and provide you with a guide to pick the most suited one
for your use case.
Before we get into the technical details, libraries and tools, let’s first
understand what speaker diarization is and how it works!
### What is speaker diarization?️
Speaker diarization aims to answer the question of “who spoke when”. In short:
diariziation algorithms break down an audio stream of multiple speakers into
segments corresponding to the individual speakers.
By combining the information that we get from diarization with ASR
transcriptions, we can transform the generated transcript into a format which
is more readable and interpretable for humans and that can be used for other
downstream NLP tasks.
Workflow of combining the output of both ASR and speaker diarization on a
speech signal to generate a speaker transcript.
| scraping/output/5364586834657158796.txt | [
0.04765913262963295,
0.0057952809147536755,
-0.024090459570288658,
-0.0005652523250319064,
0.08944413810968399,
-0.008079750463366508,
0.08226688206195831,
0.032404281198978424,
0.019846118986606598,
-0.038696322590112686,
-0.015572063624858856,
-0.0048517147079110146,
-0.001973086269572377,
-0.02428963966667652,
-0.03350846841931343,
0.060540664941072464,
0.04984216392040253,
0.004013664089143276,
-0.07762839645147324,
-0.05749478191137314,
0.02369772456586361,
0.023189863190054893,
-0.04222460463643074,
0.046043992042541504,
0.07800263166427612,
-0.008547095581889153,
-0.036216866225004196,
-0.01618429832160473,
0.018709497526288033,
-0.102466881275177,
-0.0708351582288742,
-0.008697719313204288,
0.07982190698385239,
-0.03237653151154518,
0.023742523044347763,
0.001225005486048758,
-0.025091107934713364,
-0.05130903050303459,
0.11794993281364441,
-0.08610735088586807,
-0.004211066756397486,
0.02732015773653984,
0.017730748280882835,
0.056391749531030655,
0.07102173566818237,
0.10311265289783478,
-0.06097637861967087,
0.0375610813498497,
-0.0598965585231781,
-0.01852426305413246,
-0.05061750113964081,
0.05020188167691231,
0.04300381615757942,
0.021937217563390732,
0.03922244533896446,
-0.06757017225027084,
-0.09640061855316162,
-0.08567194640636444,
-0.057602886110544205,
0.05689026042819023,
0.04595504328608513,
-0.05833658576011658,
-0.005834697280079126,
-0.011699671857059002,
0.0774097591638565,
0.040428414940834045,
-0.020759977400302887,
0.008235014975070953,
-0.08839132636785507,
-0.013093052431941032,
-0.021061241626739502,
0.03921801969408989,
0.020670602098107338,
-0.001869236002676189,
0.029894359409809113,
0.03690383955836296,
0.06164351478219032,
-0.09095942229032516,
0.021546848118305206,
-0.08821055293083191,
-0.026532256975769997,
-0.020725077018141747,
-0.044998373836278915,
0.039196837693452835,
-0.0913119986653328,
0.04676556587219238,
0.04057982191443443,
-0.03449598699808121,
0.047911062836647034,
-0.06175997480750084,
0.0213168878108263,
0.021036189049482346,
-0.040081992745399475,
-0.045573458075523376,
-0.052829474210739136,
-0.0807715505361557,
-0.04522722586989403,
0.057601407170295715,
0.036968301981687546,
0.017140109091997147,
0.0655076876282692,
-0.06749491393566132,
0.07786574214696884,
-0.10324852913618088,
-0.017290394753217697,
0.052641402930021286,
0.006978339049965143,
-0.08753620088100433,
0.03918255493044853,
-0.03279850259423256,
-0.04122590646147728,
0.05046001076698303,
0.11987125873565674,
0.010868916288018227,
-0.05601474642753601,
-0.06387517601251602,
-0.041822902858257294,
-0.040555499494075775,
0.042126186192035675,
-0.00789563450962305,
0.08381392061710358,
0.0014417675556614995,
-0.08609095215797424,
-0.09672924876213074,
-0.05951143428683281,
-0.02703835815191269,
0.024628756567835808,
0.04560595378279686,
0.01693885400891304,
0.04861465096473694,
0.007903767749667168,
0.0010368151124566793,
-0.0019231027690693736,
0.05561058595776558,
0.05531561002135277,
0.05807749927043915,
-0.06091294810175896,
-0.010830827057361603,
-0.01143687218427658,
-0.030241666361689568,
-0.04509826377034187,
0.07849688827991486,
0.024961965158581734,
0.09050192683935165,
0.07328074425458908,
0.049802448600530624,
0.08257146179676056,
-0.04492873325943947,
0.04933354631066322,
0.02191026322543621,
0.10061817616224289,
0.045134976506233215,
0.06649812310934067,
0.04301408678293228,
0.02981882356107235,
-0.0352899432182312,
-0.07103855162858963,
-0.08874376118183136,
0.06578472256660461,
0.011817298829555511,
-0.027124516665935516,
-0.06207459792494774,
-0.059021711349487305,
0.007397309876978397,
-0.01956373080611229,
0.016557157039642334,
0.021536599844694138,
0.11187147349119186,
-0.042772337794303894,
-0.11842205375432968,
-0.05495629087090492,
0.05856943130493164,
-0.05495456978678703,
0.06197758764028549,
-0.018597692251205444,
0.05294184386730194,
-0.07020056992769241,
0.0737352967262268,
0.030720211565494537,
0.05675962194800377,
-0.01613246090710163,
-0.04261190444231033,
-0.03994252532720566,
-0.04155164957046509,
-0.06548044085502625,
-0.09673695266246796,
-0.03680426627397537,
0.047522131353616714,
0.0419376865029335,
-0.02820955030620098,
-0.005546674598008394,
0.03408179432153702,
-0.008035828359425068,
-0.08412125706672668,
-0.05833367630839348,
0.011683427728712559,
-0.00831980537623167,
0.0648130550980568,
0.03962628170847893,
0.05532459914684296,
-0.049603525549173355,
-0.02745894156396389,
0.010044039227068424,
0.044801101088523865,
0.03952307999134064,
-0.029357893392443657,
-0.001791455433703959,
0.018422869965434074,
-0.05060143396258354,
0.0264620129019022,
0.01946655474603176,
-0.04867338016629219,
-0.057577911764383316,
0.034443486481904984,
-0.0010061601642519236,
-0.049906350672245026,
0.03551943227648735,
0.06766067445278168,
-0.035774216055870056,
0.012602915987372398,
0.04774399474263191,
-0.03609858825802803,
0.02829010970890522,
-0.10268303006887436,
-0.037415821105241776,
0.06136229634284973,
0.043545741587877274,
-0.0811142548918724,
-0.022941594943404198,
0.02616105042397976,
-0.05663863942027092,
-0.04303248971700668,
-0.050923287868499756,
-0.056106533855199814,
-0.052854686975479126,
-0.06504452973604202,
0.006218313239514828,
0.027334876358509064,
0.06213771551847458,
-0.04699984937906265,
-0.04946265369653702,
-0.03699837252497673,
0.03482430428266525,
-0.08633986860513687,
0.05744379386305809,
-0.046733152121305466,
-0.0011743897339329123,
0.039789896458387375,
-0.017818113788962364,
0.014782192185521126,
0.03645238280296326,
-0.03725041449069977,
-0.0514947734773159,
-0.022155530750751495,
-0.03841166943311691,
0.1086837649345398,
0.07564927637577057,
0.06662804633378983,
-0.01621263474225998,
0.06111183390021324,
-0.007510253693908453,
-0.04397326335310936,
0.08235707134008408,
0.040239304304122925,
0.02646194025874138,
0.03607030585408211,
-0.02507234551012516,
-0.046241551637649536,
-0.048222124576568604,
-0.04203964024782181,
-0.03106738068163395,
0.048947032541036606,
-0.006557423621416092,
-0.08502016216516495,
-0.09035782516002655,
-0.00683482876047492,
0.024540167301893234,
0.11101774126291275,
-0.026652809232473373,
-0.053608935326337814,
0.06125660985708237,
0.03216017410159111,
0.00037670021993108094,
0.052817292511463165,
0.015363581478595734,
-0.040410302579402924,
-0.01775221712887287,
0.03758006542921066,
-0.018119879066944122,
-0.07353579252958298,
0.0074770268984138966,
-0.08518707007169724,
0.04872702807188034,
-0.0036115930415689945,
0.10164245963096619,
0.0334053598344326,
-0.01219538226723671,
0.09698254615068436,
-0.04033825173974037,
0.006912244483828545,
0.010992254130542278,
-0.04084116965532303,
0.020846188068389893,
0.05696427449584007,
-0.05300186574459076,
0.012217641808092594,
-0.022202519699931145,
0.0530710369348526,
0.010543489828705788,
0.039493147283792496,
0.0982162281870842,
0.026519132778048515,
-0.027739783748984337,
-0.03133099898695946,
0.05836017429828644,
0.06047357991337776,
-0.06495845317840576,
0.10271534323692322,
-0.10872052609920502,
-0.036539915949106216,
-0.04953795298933983,
-0.043781496584415436,
0.007653545122593641,
-0.09680955111980438,
0.023303605616092682,
0.09060359001159668,
-0.0523390956223011,
-0.01969621330499649,
0.03680089861154556,
-0.004686916247010231,
0.026091091334819794,
-0.03837516903877258,
0.010440805926918983,
0.0274762324988842,
-0.04405484348535538,
-0.04233198240399361,
-0.007880131714046001,
0.03543386235833168,
-0.07424961030483246,
-0.06761065870523453,
0.0473945178091526,
-0.016227377578616142,
-0.042530566453933716,
-0.004767885431647301,
-0.05170521140098572,
-0.017345748841762543,
0.05500618740916252,
-0.01630837842822075,
-0.040074024349451065,
0.012387163005769253,
0.0839119702577591,
-0.06595341861248016,
0.0038223923183977604,
0.037340257316827774,
-0.03435906767845154,
0.05424131453037262,
-0.045559708029031754,
-0.006697739474475384,
0.08455000072717667,
0.04223671928048134,
-0.03535923361778259,
-0.03245443105697632,
0.0517897792160511,
0.009378445334732533,
0.05227253586053848,
0.05200648307800293,
-0.01814243569970131,
0.013321736827492714,
0.011160722933709621,
-0.013922294601798058,
0.088042713701725,
0.040830232203006744,
-0.06805407255887985,
0.015995468944311142,
-0.046713199466466904,
-0.044225063174963,
-0.0291794054210186,
0.06762786954641342,
-0.08094906061887741,
-0.011079338379204273,
0.034253817051649094,
0.07500602304935455,
-0.0001411810371791944,
0.0320313386619091
] |
Workflow of combining the output of both ASR and speaker diarization on a
speech signal to generate a speaker transcript.
Let’s illustrate this with an example. We have a recording of a casual phone
conversation between two people. You can see what the different transcriptions
look like when we transcribe the conversation with and without diarization.
By generating a speaker-aware transcript, we can more easily interpret the
generated conversation compared to a generated transcript without diarization.
Much neater no?
But what can I do with those speaker-aware transcripts?
Speaker-aware transcripts can be a powerful tool for analyzing speech data: | scraping/output/5364586834657158796.txt | [
0.016994735226035118,
0.004312308970838785,
-0.034817032516002655,
-0.05582236498594284,
0.06399772316217422,
-0.016153661534190178,
0.08659612387418747,
0.0006001197616569698,
0.008440122939646244,
0.008298296481370926,
0.0010698095429688692,
0.010225719772279263,
0.04619305580854416,
0.005249437876045704,
-0.033013761043548584,
0.05705709755420685,
0.056254494935274124,
-0.04813842102885246,
-0.09246154129505157,
-0.07450126111507416,
0.011413414031267166,
0.00366078014485538,
-0.07884033024311066,
0.07774335891008377,
0.09577120095491409,
0.03352389857172966,
-0.019598329439759254,
-0.022290430963039398,
-0.025450604036450386,
-0.05629675090312958,
-0.08783302456140518,
0.0070190392434597015,
0.06972357630729675,
-0.03735857084393501,
0.021857338026165962,
0.0064377146773040295,
-0.035502225160598755,
-0.07064976543188095,
0.07403023540973663,
-0.07317070662975311,
-0.001188054564408958,
0.009988038800656796,
0.017825676128268242,
0.03332798182964325,
0.049101896584033966,
0.08927665650844574,
-0.05365805700421333,
0.08751996606588364,
-0.03335926681756973,
-0.039733316749334335,
-0.037690721452236176,
0.05410034954547882,
0.03789258748292923,
0.06480661034584045,
0.020405754446983337,
-0.05308990553021431,
-0.08364476263523102,
-0.05734115093946457,
-0.03587500378489494,
0.07918702065944672,
0.05635359138250351,
-0.03055526316165924,
0.00557344127446413,
0.03844308480620384,
0.12143129855394363,
0.046387262642383575,
0.010356197133660316,
0.0271537397056818,
-0.1002044603228569,
-0.008913684636354446,
-0.04700026661157608,
0.04850123077630997,
-0.0011347706895321608,
-0.04595014825463295,
0.0278277937322855,
0.04877641052007675,
0.06378861516714096,
-0.07751487195491791,
0.036995913833379745,
-0.07261957228183746,
0.003879001596942544,
-0.005681871436536312,
-0.04764651879668236,
0.02123766951262951,
-0.08293601125478745,
0.03419677913188934,
0.06583329290151596,
-0.0446791872382164,
0.043317507952451706,
-0.07389366626739502,
0.007611637003719807,
-0.004197157919406891,
-0.06596652418375015,
-0.05162521451711655,
-0.0719890147447586,
-0.07188493013381958,
-0.06278903037309647,
0.09518823027610779,
0.025344083085656166,
-0.01117533165961504,
0.041984908282756805,
-0.04918990656733513,
0.052977532148361206,
-0.04787132889032364,
-0.024185985326766968,
0.026426125317811966,
0.010548487305641174,
-0.10848826169967651,
0.005039250012487173,
-0.04161582514643669,
-0.040572259575128555,
0.06743521243333817,
0.12162648141384125,
0.020814305171370506,
-0.04380682483315468,
-0.07049784809350967,
-0.01975817233324051,
-0.022614212706685066,
0.03221144527196884,
0.0015286700800061226,
0.030952725559473038,
0.008998678997159004,
-0.020610913634300232,
-0.11917979270219803,
-0.037788666784763336,
-0.02498752996325493,
0.024444784969091415,
0.09525395929813385,
0.016145024448633194,
0.04147239401936531,
-0.007616329938173294,
0.011166119016706944,
-0.009733662940561771,
0.06187664717435837,
0.028594493865966797,
0.08848106116056442,
-0.056118328124284744,
0.016625583171844482,
0.004922034684568644,
-0.013265518471598625,
-0.060164924710989,
0.07751864194869995,
0.02387409470975399,
0.05847158655524254,
0.07789814472198486,
0.026703214272856712,
0.04377109184861183,
-0.025136223062872887,
0.046621255576610565,
-0.018046105280518532,
0.07126988470554352,
0.00260812696069479,
0.06699102371931076,
0.04248920455574989,
0.03721747547388077,
-0.04526633396744728,
-0.08782678842544556,
-0.06968716531991959,
0.06902317702770233,
0.028070170432329178,
-0.04457324743270874,
-0.05021706596016884,
-0.0479578822851181,
0.0026061253156512976,
-0.03700816258788109,
0.007367526181042194,
0.00765089550986886,
0.09559652954339981,
-0.06255839765071869,
-0.09227548539638519,
-0.07585014402866364,
0.06253650039434433,
-0.019200468435883522,
0.016438428312540054,
0.006949364673346281,
0.03837588056921959,
-0.08562354743480682,
0.07418066263198853,
0.024018993601202965,
0.040882598608732224,
-0.007887435145676136,
-0.01116186287254095,
-0.017524350434541702,
-0.030301760882139206,
-0.049147944897413254,
-0.04868873208761215,
-0.05838089436292648,
0.0233138520270586,
0.05606802925467491,
-0.017179498448967934,
-0.011759389191865921,
0.05134395509958267,
-0.03918639197945595,
-0.08934124559164047,
-0.08491596579551697,
0.002646462759003043,
-0.03155713528394699,
0.044322140514850616,
0.05026702955365181,
0.05789614096283913,
-0.010000624693930149,
-0.023774752393364906,
0.01612825319170952,
0.01669350638985634,
0.03629381209611893,
-0.007651063613593578,
-0.007264569401741028,
-0.01200674008578062,
-0.04105047881603241,
0.024210168048739433,
0.06254664063453674,
-0.079411081969738,
-0.06742095202207565,
0.0537874810397625,
-0.024880195036530495,
-0.05851970613002777,
0.03367036208510399,
0.07341302186250687,
-0.028147641569375992,
0.007204713765531778,
0.06032814085483551,
-0.004715685732662678,
0.01921924203634262,
-0.09832151979207993,
-0.08681847155094147,
0.03138621151447296,
0.055346112698316574,
-0.03741393983364105,
-0.0017140883719548583,
0.03191529959440231,
-0.048121534287929535,
-0.019117627292871475,
-0.05596968159079552,
-0.05072963610291481,
-0.04486704617738724,
-0.0670710951089859,
-0.014380901120603085,
0.011500385589897633,
0.060202304273843765,
-0.030916951596736908,
-0.010018019005656242,
-0.08870506286621094,
0.06322499364614487,
-0.09339924901723862,
0.05012776702642441,
-0.06379974633455276,
-0.008359885774552822,
0.052149951457977295,
0.028855370357632637,
0.03954163193702698,
0.049945637583732605,
-0.06013115867972374,
-0.03334607183933258,
-0.019375339150428772,
-0.0326976478099823,
0.09032924473285675,
0.05977461114525795,
0.08385509252548218,
-0.05619336664676666,
0.06953853368759155,
-0.0007700152928009629,
-0.09309123456478119,
0.09941380470991135,
0.04389211907982826,
-0.014567853882908821,
0.04218799248337746,
0.003724493319168687,
-0.05645481124520302,
-0.02685278281569481,
-0.04568636417388916,
-0.0588172972202301,
0.054549556225538254,
0.0027989489026367664,
-0.07620703428983688,
-0.06921321898698807,
-0.021376531571149826,
0.027024727314710617,
0.11182380467653275,
-0.050790540874004364,
-0.044501207768917084,
0.06240653246641159,
0.017844442278146744,
-0.017220813781023026,
0.05517911538481712,
0.03635600209236145,
-0.008546928875148296,
0.00028880665195174515,
0.028641659766435623,
0.023537788540124893,
-0.05149136483669281,
-0.023898055776953697,
-0.09519489109516144,
0.00789641123265028,
-0.036544088274240494,
0.10901118814945221,
0.04427212476730347,
0.005941041279584169,
0.08386625349521637,
-0.03765346109867096,
-0.004540376365184784,
0.000056868786487029865,
-0.0343601256608963,
0.016879083588719368,
0.06837417185306549,
-0.05169517919421196,
0.030621996149420738,
-0.006468924228101969,
0.041656892746686935,
0.029482590034604073,
0.06578578054904938,
0.0692979246377945,
0.03452979028224945,
-0.035790737718343735,
-0.049537789076566696,
0.07079169899225235,
0.05118635296821594,
-0.023011263459920883,
0.07557273656129837,
-0.07861145585775375,
-0.016739165410399437,
-0.04773356020450592,
-0.07575814425945282,
0.0017597107216715813,
-0.09056348353624344,
0.023887645453214645,
0.07471293210983276,
-0.0629781112074852,
0.0015818220563232899,
0.0035617314279079437,
0.006437169387936592,
0.02881646528840065,
-0.028319761157035828,
0.0179235078394413,
0.01426156610250473,
-0.030726106837391853,
-0.011307988315820694,
-0.03426190838217735,
0.040665168315172195,
-0.05972384661436081,
-0.08224483579397202,
0.05594049021601677,
0.010499118827283382,
-0.02197648026049137,
0.044588252902030945,
-0.053234536200761795,
-0.042623989284038544,
0.09310387820005417,
-0.020774994045495987,
-0.004126019310206175,
0.00350619712844491,
0.09737192839384079,
-0.08329855650663376,
-0.0007647367310710251,
0.05856877565383911,
-0.05757660046219826,
0.02476312778890133,
-0.07773355394601822,
-0.017181605100631714,
0.06379998475313187,
0.054743822664022446,
-0.04151728376746178,
-0.021759001538157463,
0.06945673376321793,
0.023166997358202934,
0.053145941346883774,
0.022371063008904457,
0.0026999858673661947,
0.022849151864647865,
-0.026125594973564148,
-0.05516296997666359,
0.07746579498052597,
0.07129266858100891,
-0.08341677486896515,
0.02398020029067993,
-0.06019764766097069,
-0.049582768231630325,
-0.053892672061920166,
0.06956438720226288,
-0.06969942152500153,
-0.05094406381249428,
0.026254061609506607,
0.057306919246912,
0.018747303634881973,
0.060636792331933975
] |
But what can I do with those speaker-aware transcripts?
Speaker-aware transcripts can be a powerful tool for analyzing speech data:
* We can use the transcripts to analyze individual speaker’s sentiment by using sentiment analysis on both audio and text transcripts.
* Another use case is telemedicine, where we might identify the <doctor> and <patient> tags on the transcription to create an accurate transcript and attach it to the patient file or EHR system.
* Speaker diarization can be used by hiring platforms to analyze phone and video recruitment calls. This allows them to split and categorize candidates depending on their response to certain questions without having to listen to the recordings again.
Now that we’ve seen the importance of speaker diarization and some of its
applications, it’s time to find out how we can implement diarization workflows
on our audio data.
### The workflow of a speaker diarization system | scraping/output/5364586834657158796.txt | [
0.016296446323394775,
0.00019638492085505277,
-0.014275571331381798,
-0.05375601723790169,
0.045006878674030304,
-0.016658948734402657,
0.047423992305994034,
0.020646940916776657,
0.03856880962848663,
-0.0024513332173228264,
-0.034040603786706924,
0.0162814948707819,
0.0615231953561306,
-0.003323483048006892,
-0.032078228890895844,
0.06138578802347183,
0.07021620124578476,
-0.03090667352080345,
-0.053859610110521317,
-0.06744150072336197,
0.005175370257347822,
0.0009834014344960451,
-0.08156414330005646,
0.07471935451030731,
0.09681478887796402,
0.029042407870292664,
-0.04105303809046745,
-0.024062441661953926,
-0.018018193542957306,
-0.05364407226443291,
-0.06417480856180191,
0.00011529982293723151,
0.07379782199859619,
-0.045160237699747086,
0.03851461783051491,
-0.0038026999682188034,
-0.04356681555509567,
-0.0777561217546463,
0.09279163926839828,
-0.0423959419131279,
-0.01779603213071823,
0.01983322575688362,
0.058439742773771286,
0.03922993317246437,
0.050281375646591187,
0.09520993381738663,
-0.02045268937945366,
0.07658471167087555,
-0.030397746711969376,
-0.027000736445188522,
-0.028122063726186752,
0.054706353694200516,
0.021606139838695526,
0.040934331715106964,
0.021740350872278214,
-0.03602432459592819,
-0.08523540198802948,
-0.07096003741025925,
-0.04616484045982361,
0.04496491327881813,
0.03736155852675438,
-0.05557164549827576,
0.023953603580594063,
0.032368600368499756,
0.11606081575155258,
0.043617505580186844,
-0.012775399722158909,
0.018735257908701897,
-0.103067547082901,
-0.010264581069350243,
-0.0367346815764904,
0.04321148991584778,
0.015218300744891167,
-0.06129293143749237,
0.024325449019670486,
0.036560896784067154,
0.10141194611787796,
-0.057201188057661057,
0.043451979756355286,
-0.054955895990133286,
-0.004477080423384905,
-0.050815239548683167,
-0.04168805852532387,
-0.005714673548936844,
-0.05710222199559212,
0.031110499054193497,
0.05456651747226715,
-0.05059082433581352,
0.05464133992791176,
-0.03226444870233536,
0.038558728992938995,
0.010668818838894367,
-0.0622616782784462,
-0.04804280400276184,
-0.09330830723047256,
-0.09423403441905975,
-0.07074897736310959,
0.08419043570756912,
0.03484981507062912,
0.01053917221724987,
0.029908690601587296,
-0.06806115806102753,
0.0479382649064064,
-0.03702795132994652,
-0.03715196251869202,
0.029259968549013138,
0.03724110499024391,
-0.07975561916828156,
0.046100910753011703,
-0.05193174630403519,
-0.0499216727912426,
0.05119592323899269,
0.1384289562702179,
0.010835382156074047,
-0.04068325459957123,
-0.06758352369070053,
-0.06825551390647888,
-0.0827581137418747,
0.030720179900527,
-0.04292357712984085,
-0.00012473999231588095,
-0.018475722521543503,
-0.030690109357237816,
-0.10155528038740158,
-0.038703255355358124,
-0.02974562905728817,
0.030332790687680244,
0.08097110688686371,
0.010701378807425499,
0.04851873591542244,
-0.016489163041114807,
0.04408755153417587,
0.0016588818980380893,
0.05274790897965431,
0.04253678396344185,
0.09684266149997711,
-0.04116804152727127,
-0.019998103380203247,
-0.017977938055992126,
-0.05105419084429741,
-0.036269742995500565,
0.10633862018585205,
0.02089940570294857,
0.03785271570086479,
0.0662563145160675,
0.059020113199949265,
0.03038734756410122,
-0.07180172950029373,
0.06710229068994522,
0.009594258852303028,
0.0878315195441246,
0.01911325566470623,
0.04717512056231499,
0.02204231172800064,
-0.00001643264840822667,
-0.02505602315068245,
-0.10305100679397583,
-0.05438455939292908,
0.025542112067341805,
0.02810298092663288,
-0.05316649004817009,
-0.06145155429840088,
-0.07666047662496567,
0.02233758009970188,
-0.05284855514764786,
0.01055043376982212,
0.019479159265756607,
0.08386730402708054,
-0.06023140996694565,
-0.08074434101581573,
-0.061824776232242584,
0.05240224301815033,
-0.053731709718704224,
0.038003019988536835,
-0.024732260033488274,
0.05354655534029007,
-0.07516774535179138,
0.06418755650520325,
0.0322512686252594,
0.04758814722299576,
-0.002500826958566904,
-0.04075663536787033,
-0.013401235453784466,
-0.039386894553899765,
-0.040698762983083725,
-0.06546837091445923,
-0.0673704594373703,
0.046725235879421234,
0.08531969040632248,
-0.04151817783713341,
-0.005067107733339071,
0.042347367852926254,
-0.0550207793712616,
-0.11563639342784882,
-0.06954693049192429,
-0.008131884969770908,
-0.015328343026340008,
0.06565043330192566,
0.06172574311494827,
0.04488307982683182,
-0.009407111443579197,
-0.020295824855566025,
0.02772347629070282,
0.0352647639811039,
0.03985685482621193,
-0.019318507984280586,
-0.028570806607604027,
0.005500975996255875,
-0.034501731395721436,
0.027978012338280678,
0.035828765481710434,
-0.0800965279340744,
-0.0430428646504879,
0.058339014649391174,
-0.004871849436312914,
-0.07536031305789948,
0.02587602287530899,
0.07714764028787613,
-0.01941746659576893,
-0.03927033022046089,
0.05237371474504471,
0.0034105591475963593,
0.04576680064201355,
-0.06880472600460052,
-0.060031965374946594,
0.06409741193056107,
0.05287087708711624,
-0.06750094145536423,
-0.00888566579669714,
0.03252949193120003,
-0.03452003374695778,
-0.018165627494454384,
-0.04539991170167923,
-0.04134665057063103,
-0.05370817705988884,
-0.05740224942564964,
-0.013449364341795444,
-0.016632063314318657,
0.030530568212270737,
-0.041987575590610504,
-0.056467942893505096,
-0.08595497161149979,
0.08724072575569153,
-0.08646686375141144,
0.06153601035475731,
-0.03334499150514603,
-0.039351705461740494,
0.06441698968410492,
0.0013782847672700882,
0.018991276621818542,
0.05001017823815346,
-0.03736203908920288,
-0.060559067875146866,
-0.021480243653059006,
-0.04895525798201561,
0.10667994618415833,
0.08892710506916046,
0.09261734038591385,
-0.052363619208335876,
0.030151832848787308,
0.014396024867892265,
-0.07637441903352737,
0.08809664845466614,
0.04411701485514641,
0.029041139408946037,
0.02629063092172146,
-0.01318821869790554,
-0.042036011815071106,
-0.033252835273742676,
-0.02307152934372425,
-0.028729837387800217,
0.0008257009321823716,
0.008272645995020866,
-0.08905825763940811,
-0.07083658874034882,
-0.02008615806698799,
0.018477050587534904,
0.1141037791967392,
-0.03265721723437309,
-0.039744894951581955,
0.014504815451800823,
0.02226419746875763,
-0.00018724013352766633,
0.06103774905204773,
0.042886968702077866,
0.0011442882241681218,
0.014710200019180775,
0.017428604885935783,
0.009325308725237846,
-0.061423711478710175,
-0.03387356549501419,
-0.06984856724739075,
0.0008502370910719037,
0.005993830040097237,
0.09077510237693787,
0.06135976314544678,
-0.00275991833768785,
0.051942128688097,
-0.028477447107434273,
0.006323762703686953,
0.009586094878613949,
-0.03643857687711716,
0.035159457474946976,
0.08743970096111298,
-0.02849588356912136,
0.05566227063536644,
0.01120585948228836,
0.05805685743689537,
0.012135782279074192,
0.07990635186433792,
0.07397467643022537,
0.04224381595849991,
-0.032780349254608154,
-0.047775812447071075,
0.043607696890830994,
0.04819478839635849,
-0.021231018006801605,
0.05386580899357796,
-0.08714847266674042,
-0.017978176474571228,
-0.03720589354634285,
-0.0764022246003151,
-0.0005728229298256338,
-0.06149143725633621,
0.040224626660346985,
0.10485482960939407,
-0.0679718405008316,
-0.014162811450660229,
-0.005015467759221792,
0.012083854526281357,
0.04567840322852135,
-0.04424619674682617,
-0.001646021381020546,
0.003055297303944826,
-0.03997214883565903,
-0.028856461867690086,
0.0028972532600164413,
0.015556820668280125,
-0.05517936497926712,
-0.08386832475662231,
0.04881984367966652,
0.0010736050317063928,
-0.05456949397921562,
0.03516923263669014,
-0.04282383248209953,
-0.017024226486682892,
0.07938715815544128,
-0.01213671825826168,
-0.003999906592071056,
0.021416479721665382,
0.10576695948839188,
-0.07451687008142471,
-0.018948284909129143,
0.052505578845739365,
-0.07418809086084366,
0.03708621487021446,
-0.05395408719778061,
-0.016080351546406746,
0.05412360280752182,
0.04353148862719536,
-0.03790556639432907,
-0.03953268378973007,
0.07740019261837006,
0.04617222398519516,
0.05615021288394928,
0.043372444808483124,
-0.0029851149301975965,
0.027117766439914703,
-0.0225848201662302,
-0.061606328934431076,
0.10766750574111938,
0.06840715557336807,
-0.07054918259382248,
-0.009522471576929092,
-0.05278921127319336,
-0.049434639513492584,
-0.04491502791643143,
0.07061321288347244,
-0.0627361312508583,
-0.011838234961032867,
0.04024195671081543,
0.03607144206762314,
0.008997330442070961,
0.05434597283601761
] |
### The workflow of a speaker diarization system
Building robust and accurate speaker diarization workflows is not a trivial
task. Real world audio data is messy and complex due to many factors, such as
having a noisy background, multiple speakers talking at the same time and
subtle differences between the speakers’ voices in pitch and tone.
Moreover, speaker diarization systems often suffer from domain mismatch where
a model on data from a specific domain works poorly when applied to another
domain.
All in all, tackling speaker diarization is no easy feat. Current speaker
diarization systems can be divided into two categories: Traditional systems
and End-to-End systems. Let’s look at how they work:
### Traditional diarization systems
Those consist of many independent submodules that are optimized individually,
namely being: | scraping/output/5364586834657158796.txt | [
0.020806167274713516,
0.008866215124726295,
-0.03717239573597908,
-0.024608667939901352,
0.07360057532787323,
-0.03721734136343002,
0.08210121840238571,
0.045450422912836075,
0.053743138909339905,
0.0017830468714237213,
-0.029268598183989525,
0.02307731658220291,
0.05384546518325806,
-0.022714443504810333,
-0.012106016278266907,
0.08128488063812256,
0.02653728425502777,
-0.02047698013484478,
-0.07879313826560974,
-0.05553191155195236,
0.033152852207422256,
-0.01992853172123432,
-0.048974376171827316,
0.0506499707698822,
0.05657920241355896,
-0.0013000344624742866,
-0.028501130640506744,
0.0113347377628088,
0.0011741196503862739,
-0.10324732214212418,
-0.06351502984762192,
-0.03008691594004631,
0.0588979497551918,
-0.04719012230634689,
0.03574574738740921,
0.007129691541194916,
-0.06572059541940689,
-0.053598545491695404,
0.0667739063501358,
-0.08591752499341965,
0.005626610014587641,
0.017141252756118774,
0.01677124947309494,
0.0859425961971283,
0.040110696107149124,
0.08388722687959671,
-0.04482461139559746,
0.01894751936197281,
-0.004571584518998861,
-0.043876200914382935,
-0.02533709816634655,
0.05405615642666817,
0.045589372515678406,
0.042932771146297455,
0.024342792108654976,
-0.028470948338508606,
-0.07668661326169968,
-0.0662410706281662,
-0.08246393501758575,
0.07092130184173584,
0.04246009141206741,
-0.03545767068862915,
0.0014774735318496823,
0.02636958286166191,
0.09282086789608002,
0.05103229358792305,
-0.020091542974114418,
0.004497697576880455,
-0.06456520408391953,
-0.035844944417476654,
-0.047621216624975204,
0.06278431415557861,
0.033355552703142166,
-0.017534643411636353,
0.009052536450326443,
0.03399989381432533,
0.07041949033737183,
-0.06299225986003876,
0.002357210498303175,
-0.051755085587501526,
0.004969755187630653,
-0.043404366821050644,
-0.015490838326513767,
0.023459214717149734,
-0.06117692217230797,
0.041499122977256775,
0.03276120871305466,
-0.05844005197286606,
0.05049566179513931,
-0.0438150018453598,
0.02860449068248272,
0.019988829270005226,
-0.024722537025809288,
-0.08220326900482178,
-0.10171142965555191,
-0.09722673892974854,
-0.04656283184885979,
0.06527535617351532,
0.050955209881067276,
-0.005958972964435816,
0.07995001971721649,
-0.0790143609046936,
0.0566399060189724,
-0.10089152306318283,
-0.0044475640170276165,
0.059720203280448914,
0.04490908235311508,
-0.07341650128364563,
0.06050306186079979,
-0.05308966711163521,
-0.03688449785113335,
0.05168643966317177,
0.12019803375005722,
0.016663864254951477,
-0.026780609041452408,
-0.06669890135526657,
-0.04440534487366676,
-0.02958630956709385,
0.013684050180017948,
-0.0302075557410717,
0.04360494762659073,
-0.033686425536870956,
-0.07260186225175858,
-0.08609824627637863,
-0.06364552676677704,
-0.06759694218635559,
0.024784905835986137,
0.06839550286531448,
0.016041139140725136,
0.04975122585892677,
-0.00021927169291302562,
0.0009335225913673639,
-0.004244677722454071,
0.04620831087231636,
0.04249529913067818,
0.09095535427331924,
-0.03701939061284065,
0.0083419568836689,
-0.02254379726946354,
-0.0156854260712862,
-0.037573933601379395,
0.09311295300722122,
0.015156798996031284,
0.08232728391885757,
0.06695298105478287,
0.10338523983955383,
0.07917561382055283,
-0.07379861176013947,
0.06107258051633835,
0.02434251829981804,
0.08723689615726471,
0.054380688816308975,
0.08416009694337845,
0.017908917739987373,
0.01513474341481924,
-0.01685459166765213,
-0.06311613321304321,
-0.05468565970659256,
0.06834579259157181,
0.07382082939147949,
-0.05015677213668823,
-0.04863979294896126,
-0.08904793858528137,
0.005454647354781628,
-0.034714475274086,
-0.030481740832328796,
0.03939947113394737,
0.10392102599143982,
-0.04208902269601822,
-0.0805136039853096,
-0.06228771433234215,
0.04526526480913162,
-0.05608266219496727,
0.05011483654379845,
0.0023682822939008474,
0.032352786511182785,
-0.04892668500542641,
0.001351684331893921,
0.04968783259391785,
0.03562147542834282,
-0.03830289840698242,
-0.0066948034800589085,
-0.06560239940881729,
-0.05586160346865654,
-0.06276863813400269,
-0.07406577467918396,
-0.029528120532631874,
0.044127147644758224,
0.034901004284620285,
-0.050566576421260834,
-0.007186281029134989,
0.024372460320591927,
-0.045219823718070984,
-0.05652324855327606,
-0.06437740474939346,
0.0157530028373003,
-0.014617583714425564,
0.052354179322719574,
0.0322742834687233,
0.04546980559825897,
-0.03837774693965912,
0.01401060912758112,
0.010873407125473022,
0.02256668545305729,
0.05628830939531326,
0.0025152352172881365,
-0.042176391929388046,
0.051215868443250656,
-0.044644370675086975,
0.04145343601703644,
0.058330245316028595,
-0.05739991366863251,
-0.030918950214982033,
0.01759534701704979,
-0.02795397862792015,
-0.019283439964056015,
0.008841987699270248,
0.05368880555033684,
-0.016453711315989494,
0.027267616242170334,
0.03491669148206711,
-0.050058186054229736,
0.03416775166988373,
-0.09591267257928848,
-0.02132299542427063,
0.07268811017274857,
0.048253074288368225,
-0.07481289654970169,
-0.06248592585325241,
0.03199277073144913,
-0.06513072550296783,
-0.005996690131723881,
-0.05235103890299797,
-0.05565114691853523,
-0.05159372836351395,
-0.05875826254487038,
-0.008135641925036907,
0.020003238692879677,
0.03612209111452103,
-0.050211843103170395,
-0.04096986725926399,
-0.04023377597332001,
0.05179082229733467,
-0.08829822391271591,
0.07386714965105057,
-0.03604705631732941,
-0.014971095137298107,
0.060253530740737915,
-0.004742315039038658,
0.005798306781798601,
0.024083981290459633,
-0.0715310350060463,
-0.0919150784611702,
-0.036233674734830856,
-0.06797092407941818,
0.08255922794342041,
0.09594365954399109,
0.0749128982424736,
-0.03493678197264671,
0.031817130744457245,
0.0009325716528110206,
-0.045864690095186234,
0.07890462130308151,
0.00106570974458009,
0.022093167528510094,
0.01856491155922413,
-0.004116031341254711,
-0.06315038353204727,
-0.04015404358506203,
-0.03909842669963837,
-0.04231233894824982,
0.062248051166534424,
0.009964970871806145,
-0.0599275678396225,
-0.06888505071401596,
0.0047242296859622,
0.03982645273208618,
0.10061808675527573,
-0.035942599177360535,
-0.04516579583287239,
0.03822626918554306,
0.02009732648730278,
0.029205529019236565,
0.041192926466464996,
0.023276271298527718,
-0.0619388185441494,
0.016827046871185303,
0.035297032445669174,
-0.025048207491636276,
-0.06588754057884216,
-0.018687114119529724,
-0.0786704421043396,
0.06275207549333572,
-0.01955604739487171,
0.08875951170921326,
0.035231489688158035,
-0.03556537628173828,
0.09532048553228378,
-0.0461832694709301,
0.021778829395771027,
0.01299864798784256,
-0.04224538430571556,
0.03607335686683655,
0.05716816335916519,
-0.07070617377758026,
0.015233940444886684,
-0.002514176070690155,
0.04330461099743843,
0.00877268798649311,
0.0642939880490303,
0.07948115468025208,
0.04565729200839996,
-0.017875107005238533,
-0.039552949368953705,
0.06626061350107193,
0.067263163626194,
-0.06041570007801056,
0.06272508203983307,
-0.07652976363897324,
-0.030673157423734665,
-0.06364674866199493,
-0.06617794930934906,
0.04950175806879997,
-0.03928352892398834,
0.03885556757450104,
0.08922877162694931,
-0.0455000214278698,
-0.018849944695830345,
0.01729504019021988,
-0.02925439551472664,
0.04829639568924904,
-0.023847969248890877,
-0.05683646723628044,
0.020439302548766136,
-0.054296717047691345,
-0.03919263929128647,
0.007355799432843924,
0.058207251131534576,
-0.07431302219629288,
-0.08252009004354477,
0.03578166663646698,
-0.0351848378777504,
-0.03019402176141739,
-0.01472229789942503,
-0.04481087252497673,
-0.033077631145715714,
0.06353245675563812,
-0.0025552173610776663,
-0.033652935177087784,
-0.009449942968785763,
0.11761097609996796,
-0.04850846156477928,
0.018332118168473244,
0.041886817663908005,
-0.04451580345630646,
0.09965570271015167,
-0.03884594142436981,
-0.03128492459654808,
0.04947701469063759,
0.026271739974617958,
-0.03327876701951027,
-0.013422044925391674,
0.06442296504974365,
0.04982251301407814,
0.06782001256942749,
0.07033013552427292,
-0.014647086150944233,
0.010437003336846828,
-0.02547898143529892,
-0.04278313368558884,
0.08416330814361572,
0.03275115787982941,
-0.045856691896915436,
0.009739143773913383,
-0.04937806725502014,
-0.08552344143390656,
-0.03996603563427925,
0.05787768214941025,
-0.08399985730648041,
-0.061467356979846954,
0.048925213515758514,
0.06956995278596878,
0.0380496010184288,
0.029819849878549576
] |
* Speech detection: The first step is to identify speech and remove non-speech signals with a voice activity detector (VAD) algorithm.
* Speech segmentation: The output of the VAD is then segmented into small segments consisting of a few seconds (usually 1–2 seconds).
* Speech embedder: A neural network pre-trained on speaker recognition is used to derive a high-level representation of the speech segments. Those embeddings are vector representations that summarize the voice characteristics (a.k.a voice print).
* Clustering: After extracting segment embeddings, we need to cluster the speech embeddings with a clustering algorithm (for example K-Means or spectral clustering). The clustering produces our desired diarization results, which consists of identifying the number of unique speakers (derived from the number of unique clusters) and assigning a speaker label to each embedding (or speech segment).
Process of identifying speaker segments from speech activity embeddings. | scraping/output/5364586834657158796.txt | [
0.04670138284564018,
-0.009312433190643787,
-0.014684002846479416,
-0.016228001564741135,
0.05958566442131996,
-0.006301673594862223,
0.01391864474862814,
0.06619690358638763,
0.05943732336163521,
-0.01838543266057968,
0.03756309673190117,
-0.007494940888136625,
0.03800796717405319,
-0.03466071933507919,
-0.039600227028131485,
0.06461980938911438,
0.01353700365871191,
-0.03644619137048721,
-0.06898222118616104,
-0.04739301651716232,
0.03173547983169556,
0.017731137573719025,
-0.03994164243340492,
0.05253605917096138,
0.07160596549510956,
0.005332008469849825,
-0.06838326901197433,
-0.013952849432826042,
0.02256781794130802,
-0.04971173033118248,
-0.0343334786593914,
-0.007839679718017578,
0.09295389801263809,
-0.051466479897499084,
0.03397228941321373,
-0.004437714349478483,
-0.0252563264220953,
-0.06564229726791382,
0.08698349446058273,
-0.10924138128757477,
-0.040572039783000946,
0.002676290925592184,
0.027477333322167397,
0.03716457635164261,
0.09319664537906647,
0.05343611165881157,
-0.021006621420383453,
0.04348522424697876,
-0.02284751646220684,
-0.06426981091499329,
-0.05582557991147041,
0.04831106588244438,
0.029570942744612694,
0.04244784265756607,
0.034866753965616226,
-0.06822717189788818,
-0.059981830418109894,
-0.0671168640255928,
-0.06954678148031235,
0.06919308751821518,
0.04806914180517197,
-0.07116823643445969,
-0.009815854951739311,
0.050737082958221436,
0.09357450902462006,
0.06405597925186157,
-0.0003101009351667017,
0.013394716195762157,
-0.08323398232460022,
0.0014993289951235056,
-0.06374543160200119,
0.06559059023857117,
0.014098916202783585,
-0.04702802374958992,
0.042302802205085754,
0.03173166513442993,
0.020935308188199997,
-0.054840363562107086,
0.05900021269917488,
-0.05223800241947174,
-0.044334981590509415,
-0.09692394733428955,
-0.03720710799098015,
0.0287117101252079,
-0.04127328842878342,
0.02180134691298008,
0.05377428978681564,
-0.06560172140598297,
0.06455656886100769,
-0.02959086187183857,
0.020960843190550804,
0.03910496458411217,
-0.05698136240243912,
-0.04336526617407799,
-0.12125970423221588,
-0.07632456719875336,
-0.07059524953365326,
0.07398363202810287,
0.04046346992254257,
0.006921275053173304,
0.043305955827236176,
-0.014249087311327457,
0.05588461831212044,
-0.10023240000009537,
-0.06937352567911148,
0.025539467111229897,
0.01637996733188629,
-0.06862287223339081,
0.048831287771463394,
-0.091092050075531,
-0.0413326770067215,
0.04166678339242935,
0.0963396355509758,
0.0552087165415287,
-0.07100235670804977,
-0.09077596664428711,
-0.05582631006836891,
-0.051564719527959824,
0.01859060302376747,
-0.002016332931816578,
0.06981141865253448,
-0.02375522255897522,
-0.0817938894033432,
-0.09954151511192322,
-0.000565609079785645,
-0.014635610394179821,
0.04715088754892349,
0.05822517350316048,
0.026494476944208145,
0.011130540631711483,
-0.026936521753668785,
0.031034231185913086,
0.03982674703001976,
0.07146298885345459,
0.01803724095225334,
0.1081690788269043,
-0.016835132613778114,
-0.014088441617786884,
-0.027400130406022072,
-0.024810923263430595,
-0.0394587442278862,
0.08463354408740997,
-0.0269524734467268,
0.06898438930511475,
0.08380039036273956,
0.06340086460113525,
0.06967567652463913,
-0.06723939627408981,
0.03235430270433426,
-0.0004058394697494805,
0.06104189530014992,
0.0055887214839458466,
0.07992806285619736,
0.019278915598988533,
0.038592059165239334,
-0.05218673124909401,
-0.07953760027885437,
-0.0678768903017044,
0.03289700299501419,
0.07052549719810486,
-0.015420064330101013,
-0.03904658555984497,
-0.07972961664199829,
0.008875841274857521,
-0.07314204424619675,
-0.033623382449150085,
0.009496784768998623,
0.06776166707277298,
-0.034942347556352615,
-0.06146007776260376,
-0.05131853371858597,
0.010719602927565575,
-0.03759235888719559,
0.05103163793683052,
0.00204293429851532,
0.05255550518631935,
-0.08062849193811417,
0.02387547306716442,
0.048581454902887344,
0.01593802683055401,
-0.024002084508538246,
-0.036124374717473984,
-0.042263977229595184,
-0.04245565086603165,
-0.03433885797858238,
-0.05546336993575096,
-0.01877073012292385,
0.03154834359884262,
0.07537084072828293,
-0.03782879188656807,
-0.014164440333843231,
0.03878891095519066,
0.002485244534909725,
-0.06277098506689072,
-0.07781509310007095,
0.023515449836850166,
-0.03951316699385643,
0.09450501948595047,
0.04699167236685753,
0.02684672735631466,
-0.03583313897252083,
-0.02454325370490551,
-0.009227370843291283,
0.03231128305196762,
0.04415922611951828,
-0.06459776312112808,
-0.02633468434214592,
0.02839280664920807,
-0.04664617031812668,
0.027572590857744217,
0.08671903610229492,
-0.04166116937994957,
-0.050895556807518005,
0.08009516447782516,
0.01261941622942686,
-0.04236918315291405,
-0.005470728036016226,
0.09065946191549301,
-0.028137437999248505,
0.00747248949483037,
0.06365282833576202,
-0.008067937567830086,
0.05046055465936661,
-0.06489428877830505,
-0.031954627484083176,
0.06575626879930496,
0.053884558379650116,
-0.07627850770950317,
-0.004089694004505873,
0.017282739281654358,
-0.06303460896015167,
-0.028095049783587456,
-0.03168204054236412,
-0.0633268654346466,
-0.08703070878982544,
-0.04315892606973648,
-0.029620418325066566,
0.0319451205432415,
0.01134225819259882,
-0.048144202679395676,
-0.02525581791996956,
-0.033366553485393524,
0.0678289532661438,
-0.07138480246067047,
0.0663471445441246,
-0.004454902373254299,
-0.03887676075100899,
0.06809388101100922,
0.015316513366997242,
0.038078390061855316,
0.031605008989572525,
-0.038036245852708817,
-0.055734701454639435,
-0.059638313949108124,
-0.03911098837852478,
0.09101643413305283,
0.08325612545013428,
0.1049518957734108,
-0.03322061523795128,
0.042353879660367966,
-0.008706522174179554,
-0.02528267540037632,
0.07164595276117325,
0.0005960279377177358,
0.01568254828453064,
0.10475615411996841,
-0.06402121484279633,
-0.02750330977141857,
-0.0435882993042469,
-0.04613035172224045,
-0.05132148787379265,
0.017122782766819,
-0.016293248161673546,
-0.07212341576814651,
-0.08848560601472855,
-0.04965011030435562,
0.07585989683866501,
0.0921458750963211,
-0.044124484062194824,
-0.03690388798713684,
0.04576829448342323,
0.016872426494956017,
0.04819758981466293,
0.027177896350622177,
0.03200861066579819,
-0.04164031893014908,
-0.004319385159760714,
0.03779584541916847,
-0.01336843241006136,
-0.016652783378958702,
-0.001454650773666799,
-0.09316729009151459,
0.048996273428201675,
-0.020947562530636787,
0.09566326439380646,
0.05572248622775078,
0.027326885610818863,
0.09554485231637955,
0.0008541408460587263,
0.027189254760742188,
0.01888013444840908,
-0.028597816824913025,
0.037633828818798065,
0.062247343361377716,
-0.03755355253815651,
0.04021965339779854,
-0.015145717188715935,
0.07677841931581497,
0.03147539123892784,
0.02631230279803276,
0.08399487286806107,
0.008038450963795185,
-0.001441979082301259,
-0.0251876600086689,
0.021986447274684906,
0.07379094511270523,
-0.06128625571727753,
0.07661530375480652,
-0.04757775738835335,
-0.03508801385760307,
-0.06398911774158478,
-0.05635556951165199,
-0.010272946208715439,
-0.05872919782996178,
0.018228106200695038,
0.04581499844789505,
-0.08121489733457565,
0.0044777910225093365,
0.03476275876164436,
-0.019895067438483238,
0.05326732248067856,
-0.03829849883913994,
-0.06454387307167053,
-0.0005464368150569499,
-0.03318285197019577,
-0.04730789735913277,
-0.004839989822357893,
0.0411696620285511,
-0.062496770173311234,
-0.06211095303297043,
0.016147805377840996,
-0.020952461287379265,
-0.04527143016457558,
0.02570907026529312,
-0.03837140277028084,
-0.02243255265057087,
0.07969706505537033,
-0.03851230442523956,
0.0014908991288393736,
0.045493729412555695,
0.04510815069079399,
-0.062270648777484894,
-0.01107550598680973,
0.02617022953927517,
-0.03670360520482063,
0.05532820522785187,
-0.07769849896430969,
-0.011325583793222904,
0.06883548945188522,
0.03224481642246246,
-0.06024887412786484,
-0.06553956866264343,
0.04736177995800972,
0.0518302246928215,
0.05287093669176102,
0.09404227882623672,
0.0033224315848201513,
-0.017321676015853882,
0.022749878466129303,
-0.029493650421500206,
0.09168042987585068,
0.05452127382159233,
-0.07158811390399933,
-0.020015180110931396,
-0.03806385397911072,
-0.05125503987073898,
-0.06794809550046921,
0.05644090101122856,
-0.0642407014966011,
-0.05493339151144028,
0.021571895107626915,
0.048445817083120346,
0.032829105854034424,
0.06732343137264252
] |
Process of identifying speaker segments from speech activity embeddings.
### End-to-end diarization systems
Here, the individual submodules of the traditional speaker diarization system
can be replaced by one neural network that is trained end-to-end on speaker
diarization.
#### Advantages
➕ Direct optimization of the network towards maximizing the accuracy for the
diarization task. This is in contrast with traditional systems where
submodules are optimized individually but not as a whole.
➕ Less need to come up with useful pre-processing and post-processing
transformation on the input data.
#### Disadvantages
➖ More effort needed for data collection and labelling. This is because this
type of approach requires speaker-aware transcripts for training. This differs
from traditional systems where only labels consisting of the speaker tag along
with the audio timestamp are needed (without transcription efforts). | scraping/output/5364586834657158796.txt | [
0.02698885090649128,
-0.03382125869393349,
-0.010102201253175735,
-0.028680767863988876,
0.0657360777258873,
-0.026407821103930473,
0.06151478737592697,
0.0590033084154129,
0.07793449610471725,
0.006325284950435162,
-0.012261624448001385,
0.017349323257803917,
0.04269273579120636,
-0.031883008778095245,
-0.017689531669020653,
0.054755792021751404,
0.030770156532526016,
-0.039619382470846176,
-0.07721296697854996,
-0.06079094856977463,
0.012799798510968685,
-0.01023611519485712,
-0.05019465461373329,
0.04937855899333954,
0.06955795735120773,
0.0018472087103873491,
-0.03363765403628349,
-0.028890736401081085,
0.020671408623456955,
-0.08781161904335022,
-0.07236697524785995,
-0.022395899519324303,
0.07622504979372025,
-0.03227083012461662,
0.031951114535331726,
0.01941893994808197,
-0.060761287808418274,
-0.04980817809700966,
0.051699891686439514,
-0.13107849657535553,
-0.020634440705180168,
-0.037062663584947586,
0.03457573428750038,
0.0765395313501358,
0.07723414897918701,
0.057771697640419006,
-0.023542514070868492,
0.04764566197991371,
-0.013575748540461063,
-0.0486181378364563,
-0.03217007592320442,
0.06921029090881348,
0.05604644864797592,
0.05078748241066933,
0.010634047910571098,
-0.045920368283987045,
-0.06285593658685684,
-0.07832327485084534,
-0.07238201797008514,
0.07131022959947586,
0.023241620510816574,
-0.05059841275215149,
0.005997995845973492,
0.0222171638160944,
0.10279177129268646,
0.03313716500997543,
0.023842858150601387,
0.02517392486333847,
-0.05414492264389992,
-0.03611290082335472,
-0.016959046944975853,
0.06992644816637039,
0.014910183846950531,
-0.06191414222121239,
0.04281112179160118,
0.039651017636060715,
0.07283048331737518,
-0.030721668154001236,
0.019574258476495743,
-0.036180783063173294,
-0.039932385087013245,
-0.03944908082485199,
-0.03521961346268654,
0.004432106390595436,
-0.06978395581245422,
0.02245686762034893,
0.06606759130954742,
-0.07246894389390945,
0.05011080577969551,
-0.04548320174217224,
0.043254218995571136,
0.041509415954351425,
-0.023320993408560753,
-0.037259481847286224,
-0.10068292170763016,
-0.09771057963371277,
-0.05083349347114563,
0.06280707567930222,
0.036568738520145416,
-0.024018583819270134,
0.03859088197350502,
-0.0753544345498085,
0.061736032366752625,
-0.08987362682819366,
-0.05281002074480057,
0.035800643265247345,
0.04629823938012123,
-0.08421356976032257,
0.05158282816410065,
-0.06287828832864761,
-0.047406911849975586,
0.04221642389893532,
0.12500318884849548,
0.031451232731342316,
-0.061328280717134476,
-0.06814519315958023,
-0.04447418451309204,
-0.034450843930244446,
0.03467561677098274,
-0.03048427775502205,
0.053504738956689835,
-0.03796388581395149,
-0.07616326957941055,
-0.10213299095630646,
-0.03957657516002655,
-0.025263795629143715,
0.04292965307831764,
0.037321753799915314,
0.028307432308793068,
0.05479099974036217,
-0.004037646576762199,
0.005284241400659084,
0.0022803503088653088,
0.07580356299877167,
0.03388262912631035,
0.07790504395961761,
-0.030023081228137016,
-0.014381814748048782,
-0.03745889663696289,
-0.025778381153941154,
-0.022502433508634567,
0.07914555072784424,
-0.014887024648487568,
0.07250911742448807,
0.06392250955104828,
0.07544315606355667,
0.05699542909860611,
-0.08729198575019836,
0.061570584774017334,
-0.0027255595196038485,
0.05690272897481918,
0.011728384532034397,
0.08430542796850204,
-0.005009765736758709,
0.04310782998800278,
-0.007422131020575762,
-0.08553314954042435,
-0.04830550774931908,
0.060194022953510284,
0.06758465617895126,
-0.044835083186626434,
-0.022749001160264015,
-0.09414917975664139,
0.021710770204663277,
-0.022745495662093163,
-0.04386935010552406,
0.021691465750336647,
0.0910877212882042,
-0.05636048689484596,
-0.05618549883365631,
-0.06103666499257088,
0.06175631657242775,
-0.04334285855293274,
0.048593632876873016,
0.006644249428063631,
0.019515665248036385,
-0.059562619775533676,
0.017580267041921616,
0.04638189449906349,
0.02835235930979252,
-0.015358238480985165,
-0.025728894397616386,
-0.020836520940065384,
-0.033517807722091675,
-0.04810218885540962,
-0.05709818750619888,
-0.029539499431848526,
0.025574970990419388,
0.060173094272613525,
-0.060382530093193054,
0.00873528141528368,
0.014504330232739449,
-0.044479578733444214,
-0.07369809597730637,
-0.050227221101522446,
0.020752178505063057,
-0.010445025749504566,
0.06747335195541382,
0.03300938755273819,
0.06142556667327881,
-0.023843737319111824,
0.013860411010682583,
-0.006747536361217499,
0.011923941783607006,
0.0358831025660038,
-0.043397415429353714,
-0.05690420791506767,
0.04873039945960045,
-0.023092685267329216,
0.02296164259314537,
0.07877609133720398,
-0.07125494629144669,
-0.05761890485882759,
0.05342721939086914,
-0.010872384533286095,
-0.047146834433078766,
-0.006784037686884403,
0.0928768441081047,
-0.031554777175188065,
0.01329176127910614,
0.06518349796533585,
-0.019490929320454597,
0.08052945882081985,
-0.0638318732380867,
-0.04759879410266876,
0.07832646369934082,
0.04125057905912399,
-0.07210901379585266,
-0.032899461686611176,
0.008958580903708935,
-0.054852019995450974,
-0.015247851610183716,
-0.025762313976883888,
-0.05021778866648674,
-0.06847932934761047,
-0.04670162871479988,
-0.02436719834804535,
0.0173101294785738,
0.01563691906630993,
-0.06599219143390656,
-0.04456564411520958,
-0.013101309537887573,
0.04955323040485382,
-0.08498161286115646,
0.0590408593416214,
-0.027613453567028046,
-0.04298117384314537,
0.07912733405828476,
-0.011458135209977627,
0.019794100895524025,
0.021097050979733467,
-0.05142314359545708,
-0.06077374145388603,
-0.05478840321302414,
-0.04721855744719505,
0.0771840512752533,
0.0824701339006424,
0.07168097048997879,
-0.044068776071071625,
0.05793548747897148,
0.018431423231959343,
-0.03918549045920372,
0.07189816981554031,
0.00502516096457839,
0.03266151249408722,
0.06670714914798737,
-0.027536587789654732,
-0.04701318219304085,
-0.05245541036128998,
-0.030271047726273537,
-0.07639060914516449,
0.03354083374142647,
0.004387796390801668,
-0.0766889825463295,
-0.039805639535188675,
-0.017287328839302063,
0.052867721766233444,
0.12958058714866638,
-0.02790965884923935,
-0.0349879153072834,
0.03309154510498047,
0.003991496283560991,
0.03228404372930527,
0.048709191381931305,
0.0021909819915890694,
-0.02641637995839119,
0.03133639693260193,
0.03626613691449165,
-0.01846461184322834,
-0.04577428102493286,
-0.005133739206939936,
-0.06549187004566193,
0.05446724221110344,
-0.04064258188009262,
0.12238490581512451,
0.02816314622759819,
-0.02302793599665165,
0.10412364453077316,
-0.025066325441002846,
0.025763090699911118,
0.018950164318084717,
-0.04726254567503929,
0.034492459148168564,
0.06896317005157471,
-0.06876449286937714,
0.00017328221292700619,
0.007887294515967369,
0.05352051183581352,
0.03177544102072716,
0.06877518445253372,
0.09381084889173508,
0.05368897318840027,
-0.01231839507818222,
-0.053428664803504944,
0.057457659393548965,
0.09733256697654724,
-0.05901213735342026,
0.09543455392122269,
-0.07045890390872955,
-0.013332921080291271,
-0.06544411927461624,
-0.06814992427825928,
0.031046967953443527,
-0.05316997319459915,
0.04487362876534462,
0.04960261657834053,
-0.05930909514427185,
-0.03728592023253441,
0.02828848920762539,
-0.0353221595287323,
0.05707385018467903,
-0.05136262625455856,
-0.04524638131260872,
0.031466130167245865,
-0.05943794548511505,
-0.04009998217225075,
-0.009820864535868168,
0.05977150425314903,
-0.0652986690402031,
-0.0796092301607132,
0.045625075697898865,
-0.017340652644634247,
-0.06465145200490952,
0.009697812609374523,
-0.031092729419469833,
-0.018825938925147057,
0.07168105244636536,
-0.02489461749792099,
-0.02156066708266735,
-0.00019477606110740453,
0.06023911014199257,
-0.06500857323408127,
-0.003604030469432473,
0.03994803875684738,
-0.03879408538341522,
0.08234959095716476,
-0.08151073008775711,
-0.03522615507245064,
0.030542239546775818,
0.04178479313850403,
-0.030982106924057007,
-0.050022389739751816,
0.044351961463689804,
0.040376853197813034,
0.042808812111616135,
0.05880697816610336,
-0.02833585999906063,
0.007905588485300541,
0.011126941069960594,
-0.05043064430356026,
0.07841949164867401,
0.034997835755348206,
-0.0730377733707428,
-0.006654420867562294,
-0.0300399512052536,
-0.06856656074523926,
-0.036843594163656235,
0.04665985703468323,
-0.06560950726270676,
-0.022503336891531944,
0.05067945271730423,
0.08268249779939651,
0.020983833819627762,
0.057153236120939255
] |
➖ These systems have the tendency to overfit on the training data.
### Speaker diarization frameworks
As you can see, there are advantages and disadvantages to both traditional and
end-to-end diarization systems. Building a speaker diarization system also
involves aggregating quite a few building blocks and the implementation can
seem daunting at first glance.
Luckily, there exists a plethora of libraries and packages that have all those
steps implemented and are ready for you to use out of the box 🔥.
I will focus on the most popular open-source speaker diarization libraries.
All but the last framework (UIS-RNN) are based on the traditional diarization
approach. Make sure to check out this link for a more exhaustive list of
different diarization libraries.
#### 1\. Pyannote
👉 Arguably one of the most popular libraries out there for speaker
diarization. | scraping/output/5364586834657158796.txt | [
0.031144533306360245,
0.0038918964564800262,
-0.010516415350139141,
-0.027138588950037956,
0.08169998228549957,
-0.042709771543741226,
0.08152224123477936,
0.03818857669830322,
0.06737084686756134,
-0.026394160464406013,
-0.027960801497101784,
0.007449729833751917,
0.05165565386414528,
-0.027148066088557243,
-0.038005977869033813,
0.08631152659654617,
0.04238443821668625,
-0.032335806638002396,
-0.07121769338846207,
-0.05415966361761093,
0.05527038499712944,
0.014771697111427784,
-0.07133623957633972,
0.039491694420576096,
0.08692408353090286,
-0.00017817933985497802,
-0.0002861211833078414,
-0.011890984140336514,
0.031998615711927414,
-0.11432239413261414,
-0.05262874439358711,
-0.03202526643872261,
0.07286734879016876,
-0.0478769913315773,
0.012169755063951015,
0.0005362802767194808,
-0.020047275349497795,
-0.04939485341310501,
0.046698249876499176,
-0.11067866533994675,
-0.015021451748907566,
0.01721516065299511,
0.03131890669465065,
0.07702070474624634,
0.03971350938081741,
0.07339014858007431,
-0.035670071840286255,
-0.009432264603674412,
-0.052336908876895905,
-0.0421440489590168,
-0.06360756605863571,
0.057445283979177475,
0.05994369089603424,
0.05106515809893608,
0.01660027913749218,
-0.05048994719982147,
-0.04381509870290756,
-0.05589297413825989,
-0.08182038366794586,
0.04068734869360924,
0.054547492414712906,
-0.061147574335336685,
0.007529321126639843,
-0.013285253196954727,
0.06636124104261398,
0.03869005665183067,
0.007117966655641794,
0.005356753710657358,
-0.06330854445695877,
-0.014080364257097244,
-0.034590329974889755,
0.08261049538850784,
0.008782343938946724,
-0.025217285379767418,
0.02048667147755623,
0.018581485375761986,
0.05391761288046837,
-0.026676975190639496,
0.02575254999101162,
-0.06549075990915298,
-0.040697041898965836,
-0.024037854745984077,
-0.0455605648458004,
0.063954196870327,
-0.10156156122684479,
0.04934311658143997,
0.0388154536485672,
-0.0347718819975853,
0.04552629962563515,
-0.06072612851858139,
0.02321680262684822,
0.03144140541553497,
-0.0168451014906168,
-0.04436676576733589,
-0.07724538445472717,
-0.09185665845870972,
-0.05356718227267265,
0.06325222551822662,
0.03273024782538414,
0.0063909487798810005,
0.04953325167298317,
-0.05251714587211609,
0.0682380199432373,
-0.08298816531896591,
-0.028586626052856445,
0.0467616505920887,
0.03483819589018822,
-0.07187241315841675,
0.04856949299573898,
-0.018947165459394455,
-0.05725909024477005,
0.04513163864612579,
0.11876597255468369,
0.041227519512176514,
-0.049592990428209305,
-0.05897264555096626,
-0.0365581251680851,
-0.05934889614582062,
0.04552336409687996,
-0.012670059688389301,
0.08788345754146576,
-0.0294212456792593,
-0.06667893379926682,
-0.07060717046260834,
-0.05599707365036011,
-0.030302289873361588,
0.03661571815609932,
0.017509441822767258,
0.023986030369997025,
0.0493486225605011,
0.014888879843056202,
0.03958485648036003,
-0.012785076163709164,
0.0681382492184639,
0.05397514998912811,
0.07811383903026581,
-0.04641591012477875,
-0.008682110346853733,
-0.04847602918744087,
-0.024512309581041336,
-0.019207730889320374,
0.05703156441450119,
0.007194546051323414,
0.07009384781122208,
0.07865777611732483,
0.04674239084124565,
0.07946768403053284,
-0.07605644315481186,
0.05399616062641144,
0.0279166828840971,
0.07459554076194763,
0.022640300914645195,
0.06400591135025024,
0.022318633273243904,
0.0443924181163311,
-0.0011379141360521317,
-0.08088577538728714,
-0.05736728757619858,
0.07946041226387024,
0.03819551318883896,
-0.028843604028224945,
-0.039803098887205124,
-0.08958778530359268,
0.009514400735497475,
-0.04250321537256241,
-0.043221842497587204,
0.006546781864017248,
0.09924422949552536,
-0.045406900346279144,
-0.10500204563140869,
-0.060976073145866394,
0.07432801276445389,
-0.03456142544746399,
0.06447934359312057,
-0.025030123069882393,
0.04530353099107742,
-0.06526971608400345,
0.0451417900621891,
0.052244558930397034,
0.043852295726537704,
-0.04301871359348297,
-0.01231699250638485,
-0.03959501534700394,
-0.06946505606174469,
-0.07954523712396622,
-0.1027061939239502,
-0.03658631443977356,
0.04702238366007805,
0.04502720758318901,
-0.047897592186927795,
-0.02477337047457695,
-0.0011520565021783113,
-0.04150163382291794,
-0.055970776826143265,
-0.0641554519534111,
0.01617608219385147,
-0.016319122165441513,
0.06392890959978104,
0.013711954466998577,
0.03428671136498451,
-0.012530190870165825,
-0.002690559020265937,
0.03173009306192398,
0.04911001771688461,
0.04564908146858215,
-0.02937244065105915,
-0.030405785888433456,
0.018162623047828674,
-0.0614778958261013,
0.04456032067537308,
0.03527888283133507,
-0.0673292875289917,
-0.05118463560938835,
0.019242342561483383,
-0.014726037159562111,
-0.044442590326070786,
0.010702898725867271,
0.05943814665079117,
-0.016933701932430267,
0.019877538084983826,
0.06721825152635574,
-0.02415614202618599,
0.0486675426363945,
-0.0928758829832077,
-0.051525115966796875,
0.09841931611299515,
0.057003289461135864,
-0.08180417865514755,
-0.04039587825536728,
0.017869384959340096,
-0.05460017919540405,
-0.028475256636738777,
-0.02928333170711994,
-0.041221436113119125,
-0.05669056251645088,
-0.04656432196497917,
-0.00609684269875288,
0.031747035682201385,
0.05487740412354469,
-0.06348799914121628,
-0.029972799122333527,
-0.013911563903093338,
0.06287642568349838,
-0.09387092292308807,
0.08417440950870514,
-0.051158688962459564,
0.005583884194493294,
0.05814521759748459,
-0.017209216952323914,
0.00390889635309577,
0.039603058248758316,
-0.04280368238687515,
-0.03077501803636551,
-0.024143127724528313,
-0.06197044998407364,
0.11869637668132782,
0.10570215433835983,
0.06502209603786469,
-0.01865333691239357,
0.01773728057742119,
0.02060599997639656,
-0.025804588571190834,
0.04634692519903183,
0.01701761595904827,
0.0369613952934742,
0.006589022930711508,
0.010808235965669155,
-0.07525722682476044,
-0.0524229072034359,
-0.031959693878889084,
-0.06167719140648842,
0.024018429219722748,
0.010047782212495804,
-0.07149019837379456,
-0.06453292071819305,
-0.006152797490358353,
0.01323433592915535,
0.09161766618490219,
-0.062232524156570435,
-0.0386868380010128,
0.053304847329854965,
0.02144872024655342,
0.007604014594107866,
0.05142979696393013,
0.0031212770845741034,
-0.03230828419327736,
-0.003208467736840248,
0.04649058356881142,
0.005834502167999744,
-0.06755438446998596,
-0.028026718646287918,
-0.05648617446422577,
0.06791763752698898,
-0.01097362581640482,
0.1136525571346283,
0.028615159913897514,
-0.02718409337103367,
0.08537081629037857,
-0.047997523099184036,
0.027133846655488014,
-0.0014567248290404677,
-0.06116002798080444,
0.03387387469410896,
0.07745705544948578,
-0.05010087043046951,
0.014580757357180119,
0.004522043280303478,
0.04481293633580208,
0.03955893591046333,
0.0648479238152504,
0.0707966536283493,
0.05539047345519066,
-0.05070406571030617,
-0.05805636942386627,
0.062108416110277176,
0.06534836441278458,
-0.0679745078086853,
0.09669116139411926,
-0.08618230372667313,
-0.019022755324840546,
-0.032827578485012054,
-0.05407052859663963,
0.03727852925658226,
-0.08013468235731125,
0.02876695804297924,
0.08764196187257767,
-0.052308883517980576,
-0.008910172618925571,
0.028378773480653763,
0.004857844673097134,
0.06079252436757088,
-0.04114845022559166,
-0.026952499523758888,
0.019278522580862045,
-0.058630749583244324,
-0.07075599581003189,
-0.03495250269770622,
0.06780926138162613,
-0.08778811246156693,
-0.08108242601156235,
0.014151162467896938,
-0.009010382927954197,
-0.07064437866210938,
-0.014136366546154022,
-0.03603396937251091,
-0.0071575213223695755,
0.0617397241294384,
-0.0160923320800066,
-0.0360930897295475,
-0.0012629638658836484,
0.08277969807386398,
-0.02056439407169819,
0.008893889375030994,
0.03527038171887398,
-0.038736309856176376,
0.06934159249067307,
-0.06977017968893051,
-0.019996972754597664,
0.05202145501971245,
0.039810411632061005,
-0.02970539964735508,
-0.03572939336299896,
0.03890804201364517,
0.05290255695581436,
0.0666697770357132,
0.061185743659734726,
-0.022545509040355682,
0.026828687638044357,
-0.028769150376319885,
-0.02365162782371044,
0.09007297456264496,
0.007996773347258568,
-0.07956836372613907,
0.0112188421189785,
-0.05235093832015991,
-0.05998917669057846,
-0.007637587375938892,
0.04324491694569588,
-0.07804309576749802,
-0.03776899352669716,
0.047685787081718445,
0.07582343369722366,
-0.01993977278470993,
0.035771824419498444
] |
#### 1\. Pyannote
👉 Arguably one of the most popular libraries out there for speaker
diarization.
👉 Note that the pre-trained models are based on the VoxCeleb datasets which
consists of recordings of celebrities extracted from YouTube. The audio
quality of those recordings are crisp and clear, so you might need to retrain
your model if you want to tackle other types of data like recorded phone
calls.
➕ Comes with a set of available pre-trained models for the VAD, embedder and
segmentation model.
➕ The inference pipeline can identify multiple speakers speaking at the same
time (multi-label diarization).
➖ It is not possible to define the number of speakers before running the
clustering algorithm. This could lead to an over-estimation or under-
estimation of the number of speakers if they are known beforehand.
#### 2\. NVIDIA NeMo | scraping/output/5364586834657158796.txt | [
0.03586006909608841,
0.005710681434720755,
-0.01011471077799797,
-0.029449734836816788,
0.09705541282892227,
-0.012548936530947685,
0.043375927954912186,
0.02414115145802498,
0.046600792557001114,
-0.04863124340772629,
0.018473662436008453,
-0.009403807111084461,
0.04976861923933029,
-0.029018200933933258,
-0.020997127518057823,
0.06560147553682327,
0.028000786900520325,
-0.02096490189433098,
-0.08251037448644638,
-0.07750076800584793,
0.03955299034714699,
0.012260590679943562,
-0.04594304412603378,
0.06232695281505585,
0.06949533522129059,
0.014873665757477283,
-0.01890641264617443,
0.008225453086197376,
0.05086121708154678,
-0.07268615067005157,
-0.011915146373212337,
-0.005391243379563093,
0.07574081420898438,
-0.07181888073682785,
0.043614547699689865,
-0.007580173667520285,
-0.018740082159638405,
-0.06822305917739868,
0.06273019313812256,
-0.08107171207666397,
-0.021026503294706345,
0.019759980961680412,
0.030893711373209953,
0.03729186952114105,
0.08136186003684998,
0.06076214462518692,
0.007568479515612125,
0.03925710543990135,
-0.024828555062413216,
-0.04708853363990784,
-0.03322119265794754,
0.03645320609211922,
0.03352152183651924,
0.05805320292711258,
0.0229563619941473,
-0.036672938615083694,
-0.05599905923008919,
-0.06253449618816376,
-0.06848378479480743,
0.0500485934317112,
0.0477723628282547,
-0.08027585595846176,
0.011389092542231083,
0.028230296447873116,
0.08100283145904541,
0.06763597577810287,
0.004369739908725023,
0.006456645671278238,
-0.07901057600975037,
-0.017541011795401573,
-0.04757510870695114,
0.06884752213954926,
0.013656692579388618,
-0.05678539723157883,
0.0463394932448864,
0.0287877656519413,
0.01584281027317047,
-0.03706006333231926,
0.005039990413933992,
-0.04859636351466179,
-0.04069572687149048,
-0.08396513015031815,
-0.029951874166727066,
0.05359705165028572,
-0.04057379439473152,
0.039543431252241135,
0.0535830557346344,
-0.06432348489761353,
0.06082841381430626,
-0.013069436885416508,
0.017402194440364838,
0.020898008719086647,
-0.0369570255279541,
-0.05395403504371643,
-0.09923748672008514,
-0.09251184016466141,
-0.05526755750179291,
0.057903848588466644,
0.050243936479091644,
-0.01891334354877472,
0.059006210416555405,
-0.04642636328935623,
0.08222971111536026,
-0.09134866297245026,
-0.04418937861919403,
0.05242035910487175,
0.016948439180850983,
-0.07757250219583511,
0.06467024236917496,
-0.0838504210114479,
-0.043720752000808716,
0.04071543738245964,
0.0972825139760971,
0.03573019057512283,
-0.07158266752958298,
-0.06461816281080246,
-0.040217023342847824,
-0.0358382984995842,
0.030868571251630783,
-0.028949188068509102,
0.04582960531115532,
-0.028321396559476852,
-0.07170817255973816,
-0.09053672105073929,
-0.035017259418964386,
0.012720628641545773,
0.03230926766991615,
0.062419552356004715,
0.04576386138796806,
0.028006762266159058,
0.011833932250738144,
0.044449154287576675,
0.006359984632581472,
0.08462800830602646,
0.04760243743658066,
0.09453832358121872,
-0.045424625277519226,
0.0058967191725969315,
-0.026379641145467758,
-0.050609298050403595,
-0.015531578101217747,
0.0702647864818573,
0.0076075042597949505,
0.04914864897727966,
0.079053595662117,
0.06260673701763153,
0.08463561534881592,
-0.09810275584459305,
0.042819421738386154,
0.0032886306289583445,
0.09068618714809418,
-0.02921772561967373,
0.03694155812263489,
0.00182040233630687,
0.04371362552046776,
-0.04359881952404976,
-0.09666310250759125,
-0.06940291821956635,
0.021329112350940704,
0.07518234103918076,
-0.014535983093082905,
-0.0642566829919815,
-0.07588578015565872,
0.006258360575884581,
-0.05258415639400482,
-0.03977509215474129,
-0.01447427086532116,
0.07702658325433731,
-0.056764598935842514,
-0.06304506957530975,
-0.06447482854127884,
0.04893870651721954,
-0.04807741940021515,
0.05008901655673981,
-0.01100066676735878,
0.056988030672073364,
-0.08489702641963959,
0.008555942215025425,
0.040675222873687744,
0.029262222349643707,
-0.03506413474678993,
-0.01966741681098938,
-0.04838569462299347,
-0.052975453436374664,
-0.033669888973236084,
-0.07164131104946136,
-0.03131559491157532,
0.018696604296565056,
0.060619521886110306,
-0.03386624902486801,
-0.02995466999709606,
0.0340103879570961,
-0.032918017357587814,
-0.06144408881664276,
-0.06463907659053802,
0.022656885907053947,
-0.01874631829559803,
0.064176544547081,
0.033550139516592026,
0.055073365569114685,
-0.01730121299624443,
-0.030793368816375732,
0.003665738273411989,
0.03452577814459801,
0.04968840256333351,
-0.03062651865184307,
-0.0551578551530838,
0.03303966298699379,
-0.06201019138097763,
0.0360577218234539,
0.053814176470041275,
-0.04366859048604965,
-0.041157182306051254,
0.07949213683605194,
-0.008091267198324203,
-0.06929151713848114,
0.012383034452795982,
0.08959516137838364,
-0.012399422936141491,
0.03562413156032562,
0.029474152252078056,
-0.028384361416101456,
0.04857376217842102,
-0.09159669280052185,
-0.03423412889242172,
0.1121324971318245,
0.047136276960372925,
-0.0622057169675827,
-0.02547532692551613,
0.01905866526067257,
-0.06018614396452904,
0.0070464350283145905,
-0.03717503324151039,
-0.03745787590742111,
-0.07514823228120804,
-0.03522411733865738,
-0.029717732220888138,
0.013027198612689972,
0.0285100806504488,
-0.06491266191005707,
-0.019404541701078415,
-0.041675034910440445,
0.05745367333292961,
-0.08109326660633087,
0.11972437798976898,
-0.005767179187387228,
-0.04234714433550835,
0.05156238004565239,
-0.015386402606964111,
0.03193454071879387,
0.023943619802594185,
-0.03393745794892311,
-0.044960908591747284,
-0.03818803280591965,
-0.0794118195772171,
0.07795393466949463,
0.1002751961350441,
0.08449748158454895,
-0.04046080261468887,
0.037121571600437164,
0.008519277907907963,
-0.023721270263195038,
0.07325403392314911,
-0.007034046575427055,
0.04357039928436279,
0.05477837100625038,
-0.0287088043987751,
-0.05072353780269623,
-0.05984674021601677,
-0.04970213398337364,
-0.04912417009472847,
-0.001857126597315073,
0.017921805381774902,
-0.1062895879149437,
-0.07558141648769379,
-0.03284238278865814,
0.03792436793446541,
0.11247880756855011,
-0.06977776437997818,
-0.03232337906956673,
0.012809903360903263,
0.02254471555352211,
0.04164878651499748,
0.05264037474989891,
0.025521259754896164,
-0.03388866037130356,
0.01227110531181097,
0.051025331020355225,
-0.022130068391561508,
-0.033017173409461975,
-0.013185867108404636,
-0.07387940585613251,
0.02816549874842167,
-0.01941739208996296,
0.08517326414585114,
0.05936168134212494,
0.029325731098651886,
0.07700712978839874,
-0.03227539360523224,
0.008220305666327477,
0.0127157773822546,
0.009608376771211624,
0.050148047506809235,
0.06101551279425621,
-0.03503074124455452,
0.02749897725880146,
0.0030499857384711504,
0.05635653808712959,
0.04194333404302597,
0.008704394102096558,
0.07722725719213486,
0.03562048450112343,
-0.024199897423386574,
-0.003482542000710964,
0.03972245007753372,
0.10336992144584656,
-0.06797896325588226,
0.07425140589475632,
-0.07940004765987396,
-0.016776608303189278,
-0.06271979212760925,
-0.07773895561695099,
-0.012160386890172958,
-0.05801628902554512,
0.002244733739644289,
0.07035603374242783,
-0.06803224980831146,
-0.025847429409623146,
0.06179773434996605,
-0.0028469949029386044,
0.029877033084630966,
-0.0343758799135685,
-0.051493462175130844,
0.019631290808320045,
-0.07220616936683655,
-0.03995545953512192,
-0.02754039131104946,
0.04799339920282364,
-0.09163573384284973,
-0.07081810384988785,
0.0290627833455801,
-0.01323642022907734,
-0.056129299104213715,
0.005967619363218546,
-0.03702540323138237,
-0.007591000758111477,
0.04433773085474968,
-0.03460495546460152,
-0.0515303872525692,
0.011869486421346664,
0.09956961125135422,
-0.061639104038476944,
-0.026460183784365654,
0.04679052159190178,
-0.0403595007956028,
0.07359729707241058,
-0.05166396498680115,
-0.04929162189364433,
0.04930087924003601,
0.03025987558066845,
-0.03420335426926613,
-0.02553105540573597,
0.068876251578331,
0.08252042531967163,
0.05849078297615051,
0.08609285205602646,
-0.01281636394560337,
-0.006121905520558357,
0.012360652908682823,
-0.01257846038788557,
0.07632867991924286,
0.052009668201208115,
-0.07533030211925507,
-0.014450229704380035,
-0.029299667105078697,
-0.0573524609208107,
-0.0327528715133667,
0.05418212711811066,
-0.047234486788511276,
-0.08616276830434799,
0.03910290077328682,
0.03409050777554512,
0.04941023886203766,
0.0598120391368866
] |
#### 2\. NVIDIA NeMo
👉The Nvidia NeMo toolkit has separate collections for Automatic Speech
Recognition (ASR), Natural Language Processing (NLP), and Text-to-Speech (TTS)
models.
👉 The models that the pre-trained networks were trained on VoxCeleb datasets
as well as the Fisher and SwitchBoard dataset, which consists of telephone
conversations in English. This makes it more suitable as a starting point for
fine-tuning a model for call-center use cases compared to the pre-trained
models used in pyannote. More information about the pre-trained models can be
found here.
➕ Diarization results can be combined easily with ASR outputs to generate
speaker-aware transcripts.
➕ Possibility to define the number of speakers beforehand if they are known,
resulting in a more accurate diarization output.
➕ The fact that the NeMo toolkit also includes NLP related frameworks makes it
easy to integrate the diarization outcome with downstream NLP tasks.
#### 3\. Simple Diarizer | scraping/output/5364586834657158796.txt | [
0.04688122868537903,
-0.022780492901802063,
-0.04128377139568329,
-0.022154632955789566,
0.09370662271976471,
-0.017532430589199066,
0.06651585549116135,
0.005777537357062101,
0.04925695061683655,
-0.051924124360084534,
0.027098633348941803,
0.0025525542441755533,
0.024211592972278595,
-0.025178609415888786,
-0.02267746813595295,
0.06494133919477463,
0.05530603229999542,
-0.012199907563626766,
-0.094925157725811,
-0.060857970267534256,
0.04160449653863907,
0.007491891738027334,
-0.03861573711037636,
0.04303506761789322,
0.08402394503355026,
0.014899804256856441,
-0.046224743127822876,
-0.017751170322299004,
0.03144378960132599,
-0.06517811864614487,
0.00031822308665141463,
-0.01663396693766117,
0.0647636353969574,
-0.05795114114880562,
0.04340780898928642,
-0.02375013940036297,
-0.02893710322678089,
-0.030458223074674606,
0.08924530446529388,
-0.1014685183763504,
-0.007757193874567747,
0.03058834746479988,
0.01707039773464203,
0.04889366775751114,
0.07082010805606842,
0.04979076236486435,
-0.028455084189772606,
0.06528926640748978,
-0.04915393516421318,
-0.03166307881474495,
-0.04061666503548622,
0.06019846349954605,
0.048618484288454056,
0.043459512293338776,
0.024850018322467804,
-0.048458267003297806,
-0.08118348568677902,
-0.043977539986371994,
-0.05296114459633827,
0.05772784724831581,
0.05410770699381828,
-0.09141483902931213,
-0.009918460622429848,
0.01956055872142315,
0.07743106782436371,
0.05514345318078995,
0.02768644131720066,
0.02511642687022686,
-0.08967632055282593,
-0.04107600450515747,
-0.023086698725819588,
0.06613031029701233,
0.028559254482388496,
-0.039558496326208115,
0.05607964098453522,
0.05300039425492287,
0.02548840269446373,
-0.05600154772400856,
0.04305389150977135,
-0.06330445408821106,
-0.048196107149124146,
-0.03367166966199875,
-0.024194875732064247,
0.028270091861486435,
-0.05387074127793312,
0.03324439004063606,
0.04712537303566933,
-0.06274466961622238,
0.043972499668598175,
-0.028199944645166397,
-0.017670784145593643,
0.01147574931383133,
-0.02869671769440174,
-0.011744239367544651,
-0.0726141557097435,
-0.09062250703573227,
-0.05317515879869461,
0.06375782191753387,
0.007497839163988829,
-0.043451543897390366,
0.06260410696268082,
-0.07605365663766861,
0.056208305060863495,
-0.08657243847846985,
-0.060448095202445984,
0.06682775169610977,
0.020240696147084236,
-0.07406023889780045,
0.0643770694732666,
-0.0698707103729248,
-0.029050366953015327,
0.036279428750276566,
0.08518404513597488,
0.018711529672145844,
-0.09420030564069748,
-0.05146901309490204,
-0.04526767507195473,
-0.050394196063280106,
0.037088535726070404,
-0.04962810501456261,
0.06881779432296753,
-0.010618209838867188,
-0.046055879443883896,
-0.10107714682817459,
-0.0661521926522255,
0.008211798034608364,
0.0364098884165287,
0.04347756505012512,
0.02720741368830204,
0.025070037692785263,
0.032045017927885056,
0.042711567133665085,
0.02806173264980316,
0.04788138344883919,
0.07869306951761246,
0.09557265043258667,
-0.05176851153373718,
-0.024456633254885674,
0.0001502932282164693,
-0.026289811357855797,
-0.02496224083006382,
0.06837049871683121,
0.005713474936783314,
0.028230909258127213,
0.05926089733839035,
0.023170018568634987,
0.07569709420204163,
-0.08753855526447296,
0.06781913340091705,
-0.0008939355611801147,
0.030749281868338585,
-0.020557940006256104,
0.08539319783449173,
0.032186366617679596,
0.036404915153980255,
-0.05331205204129219,
-0.06436704099178314,
-0.06353788077831268,
0.03691987320780754,
0.0651560053229332,
-0.03517523780465126,
-0.04945145547389984,
-0.07150383293628693,
0.013387512415647507,
-0.02593965269625187,
-0.01614423468708992,
-0.016687219962477684,
0.08749208599328995,
-0.0558130256831646,
-0.04165614768862724,
-0.075101338326931,
0.08580294251441956,
-0.042902108281850815,
0.05377000570297241,
0.0020353153813630342,
0.0511309839785099,
-0.07918991893529892,
0.00835389643907547,
0.03384712338447571,
0.04254681617021561,
-0.03670213371515274,
0.0067980932071805,
-0.07337436079978943,
-0.013447937555611134,
-0.07468748092651367,
-0.11424870789051056,
-0.0726013332605362,
-0.007562167476862669,
0.05168439447879791,
-0.05156097188591957,
0.0009530193638056517,
0.05436926335096359,
-0.021793482825160027,
-0.07636158168315887,
-0.04858233034610748,
0.01372460089623928,
-0.029007326811552048,
0.06095804274082184,
0.020987920463085175,
0.03239873796701431,
-0.015157059766352177,
0.005795187782496214,
0.01525055430829525,
0.06245535612106323,
0.034506507217884064,
-0.007985745556652546,
-0.050871431827545166,
0.03581219166517258,
-0.017321938648819923,
0.06747867912054062,
0.06091267988085747,
-0.061448998749256134,
-0.04008333384990692,
0.0511850081384182,
-0.008264800533652306,
-0.036724332720041275,
0.012603488750755787,
0.06984970718622208,
-0.04320263862609863,
-0.0030627918895334005,
0.04282725602388382,
-0.03744366765022278,
0.036030590534210205,
-0.09289245307445526,
-0.03548092767596245,
0.08705130219459534,
0.034932542592287064,
-0.0754433199763298,
-0.028017792850732803,
0.01100168190896511,
-0.05441876873373985,
0.010648248717188835,
-0.06717532128095627,
-0.046720169484615326,
-0.0686219334602356,
-0.03439254313707352,
-0.027202829718589783,
0.007903579622507095,
0.036355141550302505,
-0.07305585592985153,
-0.056880269199609756,
-0.02869727462530136,
0.04506881162524223,
-0.09519032388925552,
0.07227706909179688,
-0.00035422464134171605,
-0.0243376512080431,
0.03676355257630348,
-0.016998684033751488,
0.0385664738714695,
0.036249373108148575,
-0.03089379146695137,
-0.06957748532295227,
-0.0423269048333168,
-0.01849440112709999,
0.06908182054758072,
0.10258104652166367,
0.065575011074543,
-0.05561251565814018,
0.050878506153821945,
0.018984155729413033,
-0.05489548668265343,
0.08367347717285156,
0.006973373703658581,
0.029209187254309654,
0.021663140505552292,
-0.006774517707526684,
-0.03829550743103027,
-0.041898854076862335,
-0.030824827030301094,
-0.06464368104934692,
0.02252889983355999,
0.0012623327784240246,
-0.07790523022413254,
-0.08706184476613998,
0.006702039390802383,
0.04889415204524994,
0.11693593114614487,
-0.06499519944190979,
-0.07252119481563568,
0.03564842417836189,
0.019467802718281746,
0.016241565346717834,
0.039711859077215195,
0.03672478720545769,
-0.020550549030303955,
-0.011010966263711452,
0.0541265606880188,
-0.025514701381325722,
-0.05117397755384445,
-0.02473646029829979,
-0.07887279987335205,
0.016843192279338837,
-0.01220795325934887,
0.08470292389392853,
0.031515106558799744,
0.03774474188685417,
0.09587790071964264,
-0.026458466425538063,
0.00559622747823596,
-0.0120928306132555,
-0.020756376907229424,
0.055199142545461655,
0.044599343091249466,
-0.061089951545000076,
0.020086947828531265,
-0.0034248651936650276,
0.040899962186813354,
0.04095056653022766,
0.03579418733716011,
0.06759778410196304,
0.03787989169359207,
-0.04121817648410797,
-0.011069269850850105,
0.048434339463710785,
0.0906720981001854,
-0.03549636900424957,
0.05241794139146805,
-0.11206801980733871,
-0.006779583636671305,
-0.07664869725704193,
-0.0881335511803627,
0.018610119819641113,
-0.06307339668273926,
0.012259973213076591,
0.06562910974025726,
-0.08218062669038773,
-0.013588801957666874,
0.050880640745162964,
-0.0020197532139718533,
0.012826547957956791,
-0.037203721702098846,
-0.018504640087485313,
0.05167084559798241,
-0.03598899766802788,
-0.032878387719392776,
-0.013660929165780544,
0.0752745270729065,
-0.09643856436014175,
-0.05756010115146637,
0.05878299102187157,
-0.00040149211417883635,
-0.04404766112565994,
-0.0006205015233717859,
-0.027329396456480026,
-0.003966284915804863,
0.06982680410146713,
-0.015615060925483704,
-0.034060049802064896,
0.03651553764939308,
0.07610193639993668,
-0.08140856772661209,
-0.008820137940347195,
0.060152847319841385,
-0.03525599464774132,
0.07886497676372528,
-0.08607210218906403,
-0.038667842745780945,
0.0673571303486824,
0.054365333169698715,
-0.05123627185821533,
-0.03422107174992561,
0.06944108009338379,
0.05115482211112976,
0.029852861538529396,
0.04576411470770836,
-0.022665057331323624,
0.024800581857562065,
0.05813751742243767,
-0.04576936736702919,
0.09038138389587402,
0.07885527610778809,
-0.06226813793182373,
0.013341058045625687,
-0.03305735066533089,
-0.09207261353731155,
-0.015089458785951138,
0.03838782384991646,
-0.07346075028181076,
-0.04081610217690468,
0.028868062421679497,
0.05693459510803223,
0.058707769960165024,
0.06017248332500458
] |
➕ The fact that the NeMo toolkit also includes NLP related frameworks makes it
easy to integrate the diarization outcome with downstream NLP tasks.
#### 3\. Simple Diarizer
👉 A simplified diarization pipeline that can be used for quick testing.
👉 Uses the same pre-trained models as pyannote.
➕ Similarly to Nvidia NeMo, there’s the option to define the number of
speakers beforehand.
➖ Unlike pyannote, this library does not include the option to fine tune the
pre-trained models, making it less suitable for specialized use cases.
#### 4\. SpeechBrain
👉 All-in-one conversational AI toolkit based on PyTorch.
➕ The SpeechBrain Ecosystem makes it easy to develop integrated speech
solutions with systems such ASR, speaker identification, speech enhancement,
speech separation and language identification.
➕ Large amount of pre-trained models for various tasks. Check out their
HuggingFace page for more information. | scraping/output/5364586834657158796.txt | [
0.03967063128948212,
0.0036427369341254234,
-0.05322367697954178,
-0.026517601683735847,
0.07879018038511276,
-0.018037190660834312,
0.0747520700097084,
0.009574477560818195,
0.06783527880907059,
-0.06903751939535141,
0.0012036236003041267,
0.008347935974597931,
0.02100234106183052,
-0.021708238869905472,
-0.014755303040146828,
0.07721898704767227,
0.06853201240301132,
-0.008828171528875828,
-0.09415467828512192,
-0.059827789664268494,
0.04556441679596901,
-0.0062031676061451435,
-0.0406978540122509,
0.03020816668868065,
0.07209894061088562,
0.01786329410970211,
-0.01554974727332592,
-0.022286999970674515,
0.03677830472588539,
-0.06307483464479446,
-0.009576410055160522,
0.001871455810032785,
0.07472977787256241,
-0.058814600110054016,
0.03145769238471985,
-0.017046768218278885,
-0.03221113979816437,
-0.03159497678279877,
0.06488204747438431,
-0.10434301197528839,
-0.028500253334641457,
0.012216595001518726,
0.025309402495622635,
0.048217955976724625,
0.08893352746963501,
0.048261191695928574,
-0.029536781832575798,
0.05807708948850632,
-0.05025089159607887,
-0.03600059449672699,
-0.04526614770293236,
0.057281602174043655,
0.04289422556757927,
0.03976977989077568,
0.027758581563830376,
-0.047545693814754486,
-0.09109432250261307,
-0.04502899572253227,
-0.039619527757167816,
0.04165912792086601,
0.051994163542985916,
-0.08969055861234665,
-0.01697058416903019,
-0.002995570655912161,
0.06688547134399414,
0.045510441064834595,
0.024826398119330406,
0.02894478291273117,
-0.08446331322193146,
-0.042919836938381195,
-0.0060205282643437386,
0.04389328509569168,
0.013628779910504818,
-0.03919544443488121,
0.041464898735284805,
0.038314707577228546,
0.025408705696463585,
-0.03804948925971985,
0.022666478529572487,
-0.07979998737573624,
-0.05717134475708008,
-0.04507516697049141,
-0.030484942719340324,
0.043728385120630264,
-0.05855109170079231,
0.02006276324391365,
0.034099020063877106,
-0.04843379184603691,
0.040913768112659454,
-0.04725249856710434,
0.008636015467345715,
0.0191486943513155,
-0.033025745302438736,
-0.0009053837857209146,
-0.08741406351327896,
-0.08852892369031906,
-0.05057143419981003,
0.07874516397714615,
0.01040069293230772,
-0.0026440422516316175,
0.039506539702415466,
-0.08043836057186127,
0.057869669049978256,
-0.08280772715806961,
-0.06153358519077301,
0.0587485134601593,
0.0036398693919181824,
-0.05462751165032387,
0.044868312776088715,
-0.044190701097249985,
-0.01907653920352459,
0.030013442039489746,
0.09168188273906708,
0.029373841360211372,
-0.06077633425593376,
-0.041995082050561905,
-0.042801305651664734,
-0.03926938772201538,
0.05132504552602768,
-0.05710387974977493,
0.06107034906744957,
-0.03402630239725113,
-0.06197575479745865,
-0.08501531928777695,
-0.06884711235761642,
-0.02475782111287117,
0.03935474157333374,
0.025683125481009483,
0.02740252949297428,
0.042578455060720444,
0.02386060170829296,
0.03306051716208458,
0.03266897797584534,
0.05569856986403465,
0.09395568072795868,
0.1170087605714798,
-0.052212268114089966,
-0.02874499186873436,
-0.003604793455451727,
-0.05111025646328926,
-0.020366111770272255,
0.06734371185302734,
-0.0058649093843996525,
0.04159831628203392,
0.058827780187129974,
0.018280768766999245,
0.08448440581560135,
-0.0922570526599884,
0.05611931532621384,
0.009726561605930328,
0.07269419729709625,
-0.002130307490006089,
0.06615588814020157,
0.021857134997844696,
0.05733836814761162,
-0.050034958869218826,
-0.07032542675733566,
-0.06229441240429878,
0.05089033022522926,
0.04929919168353081,
-0.05771620571613312,
-0.04855387657880783,
-0.09768511354923248,
0.011630387976765633,
-0.045663777738809586,
-0.0054284799844026566,
-0.00042987227789126337,
0.09701991826295853,
-0.06676527857780457,
-0.046837277710437775,
-0.10253851115703583,
0.08259006589651108,
-0.06200935319066048,
0.04822690039873123,
-0.0262301005423069,
0.055883824825286865,
-0.05718039721250534,
0.02007102221250534,
0.05315282195806503,
0.04859635606408119,
-0.0054357899352908134,
-0.02268621139228344,
-0.061942555010318756,
-0.012318335473537445,
-0.07167622447013855,
-0.06259221583604813,
-0.027544470503926277,
0.027160722762346268,
0.05330123379826546,
-0.0308989305049181,
-0.008557237684726715,
0.032350197434425354,
-0.05973156541585922,
-0.08233806490898132,
-0.0545690655708313,
0.019581666216254234,
-0.02650759182870388,
0.038739170879125595,
0.028173305094242096,
0.04971449449658394,
-0.008390229195356369,
-0.010156812146306038,
0.02059243433177471,
0.05804052576422691,
0.059882890433073044,
-0.01616092398762703,
-0.061157044023275375,
0.045170221477746964,
-0.029938120394945145,
0.0685337632894516,
0.04603707790374756,
-0.04303174465894699,
-0.03240032121539116,
0.044728826731443405,
-0.01902059279382229,
-0.05156462639570236,
0.019074469804763794,
0.075487419962883,
-0.053395166993141174,
0.0037997320760041475,
0.029792942106723785,
-0.030827701091766357,
0.02906177006661892,
-0.10526801645755768,
-0.017608510330319405,
0.07898834347724915,
0.045664820820093155,
-0.10869548469781876,
-0.014766355976462364,
0.022585803642868996,
-0.06497099250555038,
-0.0019633451011031866,
-0.06791339069604874,
-0.05768437311053276,
-0.06885281950235367,
-0.04349203407764435,
-0.024594038724899292,
0.014487700536847115,
0.04190165176987648,
-0.07161304354667664,
-0.03076797164976597,
-0.008967273868620396,
0.04693824425339699,
-0.10424363613128662,
0.09227408468723297,
-0.02255011536180973,
0.008588716387748718,
0.03961202874779701,
-0.002550722099840641,
0.031633373349905014,
0.04918282479047775,
-0.047717683017253876,
-0.045694660395383835,
-0.015314323827624321,
-0.012185398489236832,
0.0760958194732666,
0.09096992760896683,
0.075025275349617,
-0.06397725641727448,
0.03538419306278229,
0.007656080648303032,
-0.04468788951635361,
0.07667941600084305,
0.01003758329898119,
0.043382879346609116,
0.005590342916548252,
-0.0018436438404023647,
-0.05540303513407707,
-0.05404586344957352,
-0.03164166584610939,
-0.052956145256757736,
0.01995510421693325,
0.014827924780547619,
-0.08221661299467087,
-0.06844685226678848,
0.006517812144011259,
0.04820854961872101,
0.11377135664224625,
-0.08220808207988739,
-0.05188604071736336,
0.04973899573087692,
0.021833404898643494,
0.025685831904411316,
0.05269874632358551,
0.022359615191817284,
-0.0376715250313282,
-0.021101348102092743,
0.05931677669286728,
-0.022277794778347015,
-0.05622059479355812,
-0.019903607666492462,
-0.07302946597337723,
0.03498357534408569,
0.0005451433244161308,
0.11370432376861572,
0.02571796253323555,
0.006469119340181351,
0.08275891095399857,
-0.02940049208700657,
0.05081005021929741,
0.01122626755386591,
-0.033358410000801086,
0.0824437141418457,
0.04029669612646103,
-0.05020696669816971,
0.006744515150785446,
0.0022697593085467815,
0.0488305427134037,
0.046390846371650696,
0.03412947431206703,
0.06565461307764053,
0.03294052556157112,
-0.05868929252028465,
-0.028714844956994057,
0.06327373534440994,
0.09702901542186737,
-0.03640962019562721,
0.058214858174324036,
-0.11993321031332016,
-0.004709896631538868,
-0.07277411222457886,
-0.07573326677083969,
0.038114216178655624,
-0.06773308664560318,
0.015573155134916306,
0.07077789306640625,
-0.07563851028680801,
-0.009389465674757957,
0.0663147047162056,
-0.011335299350321293,
0.019069885835051537,
-0.0419398657977581,
-0.02022429369390011,
0.057008594274520874,
-0.03878861293196678,
-0.042319536209106445,
-0.00037852738751098514,
0.07452251017093658,
-0.09650847315788269,
-0.06057672202587128,
0.04319027438759804,
-0.004159643780440092,
-0.05500137433409691,
-0.010028808377683163,
-0.037989500910043716,
-0.044741593301296234,
0.049432605504989624,
-0.028930699452757835,
-0.029388688504695892,
0.029384596273303032,
0.052666280418634415,
-0.08462032675743103,
0.013341407291591167,
0.05762587860226631,
-0.0130075141787529,
0.07790546119213104,
-0.0583861880004406,
-0.03382071480154991,
0.055889539420604706,
0.05629871413111687,
-0.047219324856996536,
-0.035586655139923096,
0.07956540584564209,
0.04820232093334198,
0.025588391348719597,
0.0432358980178833,
-0.023954520002007484,
0.0432746447622776,
0.01771823689341545,
-0.019795482978224754,
0.07395823299884796,
0.06391823291778564,
-0.07400407642126083,
0.0012361400295048952,
-0.03146817907691002,
-0.060634907335042953,
-0.019612595438957214,
0.032556794583797455,
-0.07386112958192825,
-0.051409292966127396,
0.046409785747528076,
0.045800209045410156,
0.052550308406353,
0.04991890490055084
] |
➕ Large amount of pre-trained models for various tasks. Check out their
HuggingFace page for more information.
➕ Contains comprehensible tutorials for various speech building blocks to
easily get started.
➖ Diarization pipeline is still not fully implemented yet but this might
change in the future.
#### 5\. Kaldi
👉 Speech recognition toolkit that is mainly targeted towards researchers. It
is built with C++ and used to train speech recognition models and decode audio
from audio files.
👉 Pre-trained model is based on the CALLHOME dataset which consists of
telephone conversation between native English speakers in North America.
👉 Benefits from large community support. However, mainly targeted towards
researchers and less suitable for production ready-solutions.
➖ Relatively steep learning curve for beginners who don’t have a lot of
experience with speech recognition systems.
➖ Not suitable for a quick implementation of ASR/diarization systems.
#### 6\. UIS-RNN | scraping/output/5364586834657158796.txt | [
0.022485757246613503,
0.005227255634963512,
-0.019852349534630775,
-0.020364906638860703,
0.07265058159828186,
-0.028470562770962715,
0.06982641667127609,
-0.001203634892590344,
0.0409669391810894,
-0.05081858113408089,
0.028005337342619896,
0.02529127709567547,
0.0216078944504261,
-0.050462543964385986,
-0.03928890824317932,
0.0772319957613945,
0.04010031372308731,
-0.049229696393013,
-0.08131999522447586,
-0.04108641669154167,
0.060212887823581696,
-0.003738381899893284,
-0.07163811475038528,
0.03747230023145676,
0.07676257938146591,
0.025029996410012245,
-0.017432231456041336,
0.009537473320960999,
0.05838381499052048,
-0.07538826018571854,
-0.03584703058004379,
-0.012609673663973808,
0.09888827800750732,
-0.06539328396320343,
0.037662263959646225,
-0.02488195337355137,
-0.020120473578572273,
-0.0469038262963295,
0.08399326354265213,
-0.0854041650891304,
-0.015584278851747513,
0.028406517580151558,
0.028587592765688896,
0.06285823881626129,
0.07416506856679916,
0.08700435608625412,
0.01763753965497017,
0.04355859383940697,
-0.05751253664493561,
-0.033652063459157944,
-0.028732219710946083,
0.022804249078035355,
0.047860752791166306,
0.02360205352306366,
0.05439716577529907,
-0.04295996576547623,
-0.07126333564519882,
-0.06571132689714432,
-0.050371624529361725,
0.029681377112865448,
0.07079477608203888,
-0.06607698649168015,
-0.0031573111191391945,
-0.015702499076724052,
0.09459276497364044,
0.040245138108730316,
0.015431034378707409,
0.043571408838033676,
-0.07945828884840012,
-0.03565021604299545,
-0.0033039262052625418,
0.05440080165863037,
0.029111463576555252,
-0.03185058757662773,
0.027184108272194862,
0.0238786730915308,
0.03434299677610397,
-0.051440898329019547,
0.03149630129337311,
-0.06572122126817703,
-0.08470921963453293,
-0.046290893107652664,
-0.0538630485534668,
0.03719177842140198,
-0.09211379289627075,
0.055115364491939545,
0.05667389929294586,
-0.07571294158697128,
0.06756001710891724,
-0.04554208368062973,
-0.0048547834157943726,
0.015827305614948273,
-0.04807385802268982,
-0.056038059294223785,
-0.05348261818289757,
-0.12555499374866486,
-0.03143853694200516,
0.07182270288467407,
0.05302615836262703,
-0.05392622947692871,
0.02835487388074398,
-0.05840500816702843,
0.078676737844944,
-0.08176104724407196,
-0.0831260234117508,
0.056857433170080185,
0.022437527775764465,
-0.05649489536881447,
0.05233341082930565,
-0.03516256436705589,
-0.06905783712863922,
0.05032534524798393,
0.09004504233598709,
0.039797160774469376,
-0.06862401217222214,
-0.05521917715668678,
-0.03506327047944069,
-0.05976344272494316,
0.048412252217531204,
-0.015172449871897697,
0.054162491112947464,
-0.05641636997461319,
-0.09012652188539505,
-0.0692266970872879,
-0.055020805448293686,
0.002729190746322274,
0.06160407140851021,
0.0240559633821249,
0.01836642064154148,
0.025651300325989723,
0.013559168204665184,
0.015556253492832184,
0.04906058683991432,
0.04832234978675842,
0.0866810753941536,
0.11379323154687881,
-0.06706257909536362,
-0.02583998814225197,
-0.006422098260372877,
-0.04370498284697533,
-0.020055094733834267,
0.06377796828746796,
0.020862506702542305,
0.05133146420121193,
0.05778695270419121,
0.02908881939947605,
0.07006044685840607,
-0.0861910879611969,
0.05938968434929848,
-0.0009893006645143032,
0.08820619434118271,
-0.007269310299307108,
0.05154097080230713,
0.026105960831046104,
0.05622982606291771,
-0.04503593221306801,
-0.05480194091796875,
-0.04735580086708069,
0.01968374103307724,
0.05597227066755295,
-0.00897794310003519,
-0.06946331262588501,
-0.07436402142047882,
-0.004044532310217619,
-0.021985111758112907,
-0.006420181132853031,
-0.024002475664019585,
0.10091598331928253,
-0.046655070036649704,
-0.07868202030658722,
-0.09853652119636536,
0.08917738497257233,
-0.054679304361343384,
0.06117388606071472,
-0.026258867233991623,
0.06388512253761292,
-0.04195014014840126,
0.042771488428115845,
0.04590306803584099,
0.01493419986218214,
-0.033654969185590744,
-0.014598582871258259,
-0.06998074054718018,
-0.019809167832136154,
-0.07904312759637833,
-0.09402771294116974,
-0.016590334475040436,
0.0646682009100914,
0.05370517447590828,
-0.03935329616069794,
-0.011938164941966534,
0.05098817124962807,
-0.07747767865657806,
-0.0932290256023407,
-0.038575880229473114,
0.009030433371663094,
-0.018452836200594902,
0.04172339662909508,
0.025548702105879784,
0.02429310604929924,
-0.027134204283356667,
-0.027710888534784317,
0.054573673754930496,
0.02318098582327366,
0.05491112172603607,
-0.049832601100206375,
-0.05112987384200096,
0.04506806656718254,
-0.028967464342713356,
0.0677255392074585,
0.03127260506153107,
-0.07688303291797638,
-0.03624953329563141,
0.034217849373817444,
-0.013222837820649147,
-0.050406038761138916,
-0.0036860581021755934,
0.05427112430334091,
-0.01873083785176277,
0.06175592541694641,
0.018325621262192726,
-0.02063579298555851,
0.07295457273721695,
-0.09001979976892471,
-0.001606863341294229,
0.09251043945550919,
0.042469147592782974,
-0.05309917405247688,
-0.044140640646219254,
0.023007860407233238,
-0.06748619675636292,
-0.01521091628819704,
-0.05157437175512314,
-0.054182324558496475,
-0.07921919971704483,
-0.07857874035835266,
-0.04976434260606766,
-0.0022633334156125784,
0.030112355947494507,
-0.05448107793927193,
-0.022960714995861053,
-0.022301239892840385,
0.05043739452958107,
-0.09674534201622009,
0.06040911003947258,
-0.03456694260239601,
-0.0003088349476456642,
0.044821739196777344,
-0.00012265221448615193,
0.03866252675652504,
0.042703110724687576,
-0.05082080140709877,
-0.018724318593740463,
-0.0304202102124691,
-0.062101662158966064,
0.07939748466014862,
0.08285731077194214,
0.07772921025753021,
-0.054625265300273895,
0.03836831450462341,
0.0016034775180742145,
-0.03675136715173721,
0.06426423788070679,
0.008151333779096603,
0.06504429131746292,
0.01856919378042221,
-0.027585629373788834,
-0.007140656001865864,
-0.03864622116088867,
-0.02355264127254486,
-0.028006479144096375,
0.007045978680253029,
-0.026322832331061363,
-0.05351509153842926,
-0.05093415081501007,
-0.014370482414960861,
0.03289263695478439,
0.10184790194034576,
-0.05139778554439545,
-0.007215859834104776,
0.050881292670965195,
0.021099939942359924,
0.026480356231331825,
0.018988411873579025,
0.03489810228347778,
-0.02448350004851818,
-0.01207189541310072,
0.05046984180808067,
-0.0068276189267635345,
-0.03527570143342018,
-0.04362615570425987,
-0.059085290879011154,
0.012373230420053005,
-0.027979813516139984,
0.10171719640493393,
0.03454403951764107,
0.008152060210704803,
0.05739752575755119,
-0.04076974093914032,
0.005022265017032623,
0.016388563439249992,
-0.039550065994262695,
0.06709371507167816,
0.06766317784786224,
-0.025362113490700722,
0.02491692639887333,
0.0119832968339324,
0.04611803591251373,
0.04770394414663315,
0.030955327674746513,
0.07820592075586319,
-0.0011684467317536473,
-0.035856470465660095,
-0.04408352077007294,
0.06486368924379349,
0.08335583657026291,
-0.07025269418954849,
0.044676199555397034,
-0.10921237617731094,
-0.04080010950565338,
-0.07422036677598953,
-0.08466792851686478,
-0.02536475658416748,
-0.08122046291828156,
0.025015870109200478,
0.05935472995042801,
-0.054847195744514465,
-0.011340380646288395,
0.03024989739060402,
-0.016146181151270866,
0.029164345934987068,
-0.04423889145255089,
-0.009093277156352997,
0.02651275508105755,
-0.04176392778754234,
-0.036127857863903046,
0.011585238389670849,
0.07980307936668396,
-0.07902459800243378,
-0.07480106502771378,
0.031165657564997673,
-0.01289867889136076,
-0.05287158489227295,
0.020797627046704292,
-0.030457012355327606,
-0.009047536179423332,
0.048781897872686386,
-0.011144265532493591,
-0.04165760427713394,
0.03634138032793999,
0.05082003399729729,
-0.0502195730805397,
0.02164425328373909,
0.058892108500003815,
-0.039119597524404526,
0.06508718430995941,
-0.05472918599843979,
-0.0031485871877521276,
0.0773221105337143,
0.05002589151263237,
-0.034052636474370956,
-0.036605969071388245,
0.0675758570432663,
0.05396467447280884,
0.04993946850299835,
0.0431482195854187,
-0.018106456845998764,
0.013576322235167027,
0.009427167475223541,
-0.02838662825524807,
0.06519704312086105,
0.06087120622396469,
-0.08029197156429291,
0.004486660938709974,
-0.026496458798646927,
-0.07427272945642471,
-0.04194237291812897,
0.04837479442358017,
-0.06258749216794968,
-0.02119956724345684,
0.03326087445020676,
0.08822810649871826,
0.03941734880208969,
0.07670821994543076
] |
➖ Not suitable for a quick implementation of ASR/diarization systems.
#### 6\. UIS-RNN
👉 A fully supervised end-to-end diarization model developed by Google.
👉 Both training and prediction require the usage of a GPU.
➕ Relatively easy to train if you have a large set of pre-labeled data.
➖ No-pretrained model is available, so you need to train it from scratch on
your custom transcribed data.
That’s quite some different frameworks! To make it easier to pick the right
one for your use case, I’ve created a simple flowchart that can get you
started on picking a suitable library depending on your use case.
Flowchart for choosing a framework suitable for your diarization use case.
### Demo
Alright, you’re probably very curious at this point to test out a few
diarization techniques yourself. Below is an example of diarization of this
audio sample using the pyannote framework.
Audio diarization of provided sample using the pyannote framework
| scraping/output/5364586834657158796.txt | [
0.026748456060886383,
0.003401810070499778,
-0.03929726779460907,
-0.01669328659772873,
0.05858031287789345,
0.002965340856462717,
0.0605931393802166,
0.05827789381146431,
0.06346441805362701,
-0.038917794823646545,
-0.015962813049554825,
0.030990947037935257,
0.052955567836761475,
-0.03031792864203453,
-0.049537621438503265,
0.08135940134525299,
0.027284100651741028,
-0.016566202044487,
-0.07311361283063889,
-0.045879118144512177,
0.04002349451184273,
0.0025320416316390038,
-0.0680442675948143,
0.04991354048252106,
0.07747706025838852,
0.017954261973500252,
-0.013285304419696331,
0.007295522373169661,
0.010909614153206348,
-0.09820866584777832,
-0.05278443172574043,
-0.058798398822546005,
0.08526631444692612,
-0.062429748475551605,
0.012732185423374176,
-0.040485505014657974,
-0.041145626455545425,
-0.034704167395830154,
0.06824640184640884,
-0.07577972859144211,
-0.018129585310816765,
0.008947273716330528,
0.03515791520476341,
0.07573512196540833,
0.04861868917942047,
0.05527322739362717,
-0.038023993372917175,
0.004573099315166473,
-0.05013925954699516,
-0.0426977314054966,
-0.07146529108285904,
0.05993473902344704,
0.011970040388405323,
0.029597708955407143,
0.03261050581932068,
-0.02195126563310623,
-0.039703618735075,
-0.06838802993297577,
-0.04786700755357742,
0.04510141536593437,
0.07373376935720444,
-0.06509198993444443,
-0.007746975868940353,
-0.008339623920619488,
0.060966163873672485,
0.05845816433429718,
0.009588350541889668,
0.01061763521283865,
-0.04578235000371933,
-0.05046353489160538,
-0.04973231256008148,
0.06686892360448837,
0.0033863678108900785,
-0.038167428225278854,
0.05086331069469452,
0.013067240826785564,
0.05017221346497536,
-0.0446915440261364,
0.058359891176223755,
-0.06502405554056168,
-0.033719971776008606,
-0.05028111860156059,
-0.03532295674085617,
0.06161804869771004,
-0.1037510558962822,
0.05801860988140106,
0.05779382586479187,
-0.018179792910814285,
0.04777862876653671,
-0.06090715527534485,
-0.004347575828433037,
0.01685069128870964,
-0.030184024944901466,
-0.062070026993751526,
-0.058642614632844925,
-0.07375432550907135,
-0.055082011967897415,
0.09453604370355606,
0.04057803004980087,
-0.021816983819007874,
0.04885679855942726,
-0.061679743230342865,
0.05062824860215187,
-0.09446878731250763,
-0.023051494732499123,
0.050450630486011505,
0.030918356031179428,
-0.08656949549913406,
0.052143871784210205,
-0.04140058159828186,
-0.06559967994689941,
0.04231411591172218,
0.10359746962785721,
0.045964889228343964,
-0.05348479002714157,
-0.037182122468948364,
-0.035894278436899185,
-0.025005092844367027,
0.050540149211883545,
-0.00386936217546463,
0.09770461916923523,
-0.0514858141541481,
-0.05456024035811424,
-0.08374742418527603,
-0.07980787754058838,
-0.012150382623076439,
0.03053847700357437,
0.00991468969732523,
0.015123766846954823,
0.06334679573774338,
0.0012967695947736502,
0.027120964601635933,
0.009391622617840767,
0.09615802764892578,
0.05909404903650284,
0.09244171530008316,
-0.060296475887298584,
-0.0027073845267295837,
-0.026575900614261627,
-0.01500142551958561,
-0.018170906230807304,
0.09274033457040787,
0.018288716673851013,
0.04382715001702309,
0.06983698904514313,
0.031926680356264114,
0.09146357327699661,
-0.06848553568124771,
0.06017133221030235,
0.02479109726846218,
0.08824197202920914,
-0.02412997931241989,
0.07198575884103775,
0.01411663182079792,
0.03133992850780487,
-0.03757604584097862,
-0.08540666848421097,
-0.06588182598352432,
0.04965125769376755,
0.04340020939707756,
-0.03089171089231968,
-0.05393216013908386,
-0.04255565255880356,
0.015429753810167313,
-0.01713879220187664,
-0.04143436625599861,
0.029359467327594757,
0.10742637515068054,
-0.06282936781644821,
-0.09407451003789902,
-0.053684793412685394,
0.08970832079648972,
-0.021025482565164566,
0.04547209292650223,
-0.03406143933534622,
0.041058167815208435,
-0.06488224864006042,
0.024078255519270897,
0.063921257853508,
0.029222680255770683,
-0.03435450419783592,
-0.009048139676451683,
-0.06433665007352829,
-0.04049195721745491,
-0.0609702467918396,
-0.0895533561706543,
-0.015261782333254814,
0.03107091411948204,
0.06983279436826706,
-0.06293193995952606,
0.0004971757880412042,
0.037555381655693054,
-0.0343216136097908,
-0.05603708326816559,
-0.08647066354751587,
0.049542248249053955,
-0.007710448931902647,
0.04057835415005684,
0.044532641768455505,
0.0436149500310421,
-0.028237950056791306,
0.008793329820036888,
0.048936668783426285,
0.05069645121693611,
0.0680679976940155,
-0.048317089676856995,
-0.053245481103658676,
0.03570759668946266,
-0.07603134214878082,
0.06600453704595566,
0.04575680196285248,
-0.06216450408101082,
-0.06368918716907501,
0.030408667400479317,
-0.009506079368293285,
-0.04169684275984764,
0.02599264681339264,
0.05526046082377434,
0.0011692217085510492,
0.05498488247394562,
0.045740120112895966,
-0.02622416242957115,
0.04751092195510864,
-0.11913497000932693,
-0.028304502367973328,
0.08113095909357071,
0.02977718599140644,
-0.058839160948991776,
-0.05053431913256645,
0.022487305104732513,
-0.0694136768579483,
-0.03325754404067993,
-0.06717570871114731,
-0.05364181473851204,
-0.07179190218448639,
-0.05623965710401535,
-0.01413775235414505,
0.004497181158512831,
0.04405394196510315,
-0.05625103786587715,
-0.03287983313202858,
-0.052822377532720566,
0.04973636567592621,
-0.05191583186388016,
0.08175753057003021,
-0.06589362770318985,
0.0002809263241942972,
0.06130671873688698,
-0.018350733444094658,
-0.0004647301393561065,
0.0652184933423996,
-0.0368998683989048,
-0.03014971688389778,
-0.034399986267089844,
-0.0716550424695015,
0.0930083617568016,
0.0793272852897644,
0.05718151479959488,
-0.04159139469265938,
0.029956843703985214,
0.0070080840960145,
-0.02127588912844658,
0.076506108045578,
0.010165481828153133,
0.0409734733402729,
0.013490671291947365,
0.0033507393673062325,
-0.047006551176309586,
-0.036355938762426376,
-0.049590516835451126,
-0.03727526217699051,
0.03464430570602417,
-0.01743757538497448,
-0.08067788928747177,
-0.05880219116806984,
-0.01819729246199131,
0.04734029620885849,
0.11608685553073883,
-0.05133957788348198,
-0.043706249445676804,
0.07080169767141342,
0.03236459568142891,
0.01282635610550642,
0.04267571493983269,
0.03408974036574364,
-0.015636159107089043,
-0.025542916730046272,
0.027954531833529472,
-0.024016080424189568,
-0.06040549650788307,
-0.028485581278800964,
-0.029113877564668655,
0.055921521037817,
0.010635055601596832,
0.08498900383710861,
0.029612256214022636,
-0.008421850390732288,
0.04708745703101158,
-0.04842127859592438,
0.0041389139369130135,
-0.004336318001151085,
-0.044708799570798874,
0.05255083739757538,
0.06461327522993088,
-0.04592166468501091,
0.023976141586899757,
0.0035461371298879385,
0.031758442521095276,
0.06406300514936447,
0.057172518223524094,
0.0945054292678833,
0.016763770952820778,
-0.04169140383601189,
-0.03951316326856613,
0.05309800058603287,
0.06306448578834534,
-0.04831250011920929,
0.046961117535829544,
-0.09932830184698105,
-0.02827090211212635,
-0.029145032167434692,
-0.06685858219861984,
0.008717868477106094,
-0.10342346131801605,
0.013705411925911903,
0.0695962905883789,
-0.05933535844087601,
-0.028254341334104538,
0.055407170206308365,
-0.02249971590936184,
0.02574719674885273,
-0.028814854100346565,
-0.03174981847405434,
0.014622791670262814,
-0.021057002246379852,
-0.07477127015590668,
-0.006165992468595505,
0.06561030447483063,
-0.06796077638864517,
-0.07153964042663574,
0.04474794119596481,
-0.017303863540291786,
-0.06230989098548889,
-0.01877802610397339,
-0.05029512941837311,
-0.01862943544983864,
0.08372076600790024,
-0.016579080373048782,
-0.04934884235262871,
-0.0024102255702018738,
0.054292384535074234,
-0.05574922263622284,
0.02133919857442379,
0.04929282143712044,
-0.06512345373630524,
0.07422282546758652,
-0.05556481331586838,
-0.012560993432998657,
0.07780508697032928,
0.03780221566557884,
-0.02089196816086769,
-0.04640485718846321,
0.06836621463298798,
0.018946198746562004,
0.019947098568081856,
0.04877658933401108,
-0.017301972955465317,
0.016696957871317863,
-0.016960320994257927,
-0.019209163263440132,
0.08595676720142365,
0.028033366426825523,
-0.07701066881418228,
0.02135368436574936,
-0.037934064865112305,
-0.05732424929738045,
-0.022630885243415833,
0.034316424280405045,
-0.06704504787921906,
-0.030663199722766876,
0.05346290394663811,
0.08006622642278671,
0.03136466071009636,
0.09172957390546799
] |
Audio diarization of provided sample using the pyannote framework
Make sure to check out the interactive version of this blogpost on Hugging
Face space to test out diarization on your own audio samples with different
diarization frameworks.
### Conclusions
In this blogpost we covered different aspects of speaker diarization.
* First we explained what speaker diarization is and gave a few examples of its different areas of applications.
* We discussed the two main types of systems for implementing diarization system with a solid (high-level) understanding of both traditional systems and end-to-end systems.
* Then, we gave a comparison of different diarization frameworks and provided a guide for picking the best one for your use case.
* Finally, we provided you with an example to quickly try out a few of the diarization libraries.
I hope you had a good time reading this article and learned some new stuff
along the way.
## Related posts
View all | scraping/output/5364586834657158796.txt | [
0.029711484909057617,
-0.014287818223237991,
-0.011659443378448486,
-0.04899086430668831,
0.07772893458604813,
-0.033313900232315063,
0.06439889967441559,
0.05588790401816368,
0.09224232286214828,
-0.04069872200489044,
-0.0077999965287745,
0.034367866814136505,
0.03148474916815758,
-0.024734243750572205,
-0.029450515285134315,
0.06424416601657867,
0.04388216882944107,
-0.02145065926015377,
-0.07837212085723877,
-0.06842435151338577,
0.025605514645576477,
0.0053490279242396355,
-0.02874295599758625,
0.053037118166685104,
0.0762864425778389,
0.005709495861083269,
-0.017053738236427307,
0.013232135213911533,
0.013042137958109379,
-0.11656992882490158,
-0.030345816165208817,
-0.02515908144414425,
0.0822826400399208,
-0.06343981623649597,
0.009808454662561417,
-0.028618576005101204,
-0.01127123273909092,
-0.045360855758190155,
0.0738837942481041,
-0.08346673101186752,
0.002347508678212762,
0.028526464477181435,
-0.0011736759915947914,
0.07442009449005127,
0.04789785295724869,
0.05678274855017662,
-0.05568923056125641,
0.0336272269487381,
-0.03337698429822922,
-0.0283824373036623,
-0.040711384266614914,
0.06645906716585159,
0.022706346586346626,
0.04547581821680069,
0.0436539500951767,
-0.022414758801460266,
-0.06440222263336182,
-0.06748566776514053,
-0.058337099850177765,
0.05153964087367058,
0.07156063616275787,
-0.06924320757389069,
0.010696799494326115,
-0.009599409066140652,
0.06798537075519562,
0.04230158030986786,
0.005990088917315006,
0.005687113851308823,
-0.04316168278455734,
-0.005539006553590298,
-0.03186601772904396,
0.06189404055476189,
0.0014820751966908574,
-0.01506416779011488,
0.03115975297987461,
0.02399435080587864,
0.06989466398954391,
-0.08223114162683487,
0.03232812508940697,
-0.07919397950172424,
-0.029745306819677353,
-0.0677698403596878,
-0.023380344733595848,
0.05009084567427635,
-0.07165899127721786,
0.06937531381845474,
0.03686364367604256,
-0.03820401057600975,
0.028016772121191025,
-0.04797493666410446,
0.03856946527957916,
0.03165453299880028,
-0.01880194991827011,
-0.058292124420404434,
-0.08860806375741959,
-0.08385038375854492,
-0.05544624105095863,
0.06914602965116501,
0.045411914587020874,
-0.01729421317577362,
0.07002295553684235,
-0.050408605486154556,
0.046760186553001404,
-0.07342444360256195,
-0.012486029416322708,
0.04119650647044182,
0.022652622312307358,
-0.03697806969285011,
0.03581780940294266,
-0.012900322675704956,
-0.057459261268377304,
0.04274838790297508,
0.11810650676488876,
0.02878805249929428,
-0.05899984762072563,
-0.05770532786846161,
-0.05602385103702545,
-0.03577032312750816,
0.03578518331050873,
-0.02038203366100788,
0.08461922407150269,
-0.003598777111619711,
-0.06421121209859848,
-0.06350164860486984,
-0.04725225642323494,
-0.037321340292692184,
0.01762612909078598,
0.02637895755469799,
0.010877407155930996,
0.05384010076522827,
0.02908954583108425,
0.011042828671634197,
-0.02121814899146557,
0.08815947920084,
0.061016447842121124,
0.08804158121347427,
-0.06619250029325485,
0.005713102873414755,
-0.021109595894813538,
-0.036000508815050125,
-0.0390949510037899,
0.08307961374521255,
0.0324033759534359,
0.07305438816547394,
0.061246760189533234,
0.04445752501487732,
0.07277441024780273,
-0.055355798453092575,
0.04222434014081955,
0.04368222504854202,
0.09854810684919357,
0.015153609216213226,
0.04404335096478462,
0.007186270318925381,
0.04293248429894447,
-0.0224860031157732,
-0.08760520070791245,
-0.06619737297296524,
0.032138802111148834,
0.048118121922016144,
-0.035232145339250565,
-0.07975205779075623,
-0.07585160434246063,
0.02431684173643589,
-0.023462757468223572,
-0.038587357848882675,
0.016932424157857895,
0.09704452008008957,
-0.047096408903598785,
-0.07226289063692093,
-0.07798149436712265,
0.07371359318494797,
-0.03224935010075569,
0.04799450933933258,
-0.03730570524930954,
0.029798027127981186,
-0.058674730360507965,
0.011964351870119572,
0.04663651064038277,
0.043154940009117126,
-0.0442531481385231,
0.013346975669264793,
-0.046407829970121384,
-0.043307505548000336,
-0.06050930172204971,
-0.0714239627122879,
-0.007440607994794846,
0.025504959747195244,
0.04778658598661423,
-0.04023437947034836,
-0.04236505925655365,
0.007865033112466335,
-0.02964918501675129,
-0.06440851837396622,
-0.08010907471179962,
0.01639549247920513,
-0.019895674660801888,
0.05387255549430847,
0.04413678124547005,
0.06526090949773788,
-0.01832297258079052,
-0.010622459463775158,
0.023674625903367996,
0.029563292860984802,
0.06115861237049103,
-0.036862004548311234,
-0.04017278552055359,
-0.0019968939013779163,
-0.05908142775297165,
0.059259336441755295,
0.0647900253534317,
-0.02859771065413952,
-0.0664377361536026,
0.027266060933470726,
-0.0005454730126075447,
-0.02994735725224018,
0.028916429728269577,
0.06368517875671387,
-0.016298120841383934,
-0.0030686301179230213,
0.008205041289329529,
-0.033012643456459045,
0.048999007791280746,
-0.10044457018375397,
-0.01662556454539299,
0.08414159715175629,
0.06460380554199219,
-0.08737487345933914,
-0.033819492906332016,
0.013069570064544678,
-0.04976867511868477,
-0.03474530205130577,
-0.06132156774401665,
-0.04476350545883179,
-0.05500129237771034,
-0.03531409427523613,
0.0040040332823991776,
0.022302480414509773,
0.03165658935904503,
-0.07010885328054428,
-0.04270688816905022,
-0.045700088143348694,
0.03638662025332451,
-0.06125947833061218,
0.07577811926603317,
-0.051226481795310974,
0.00033029759651981294,
0.06153742969036102,
-0.0033679341431707144,
0.006936735473573208,
0.059323735535144806,
-0.04889257252216339,
-0.07050440460443497,
-0.042300473898649216,
-0.057647038251161575,
0.0934801697731018,
0.09654219448566437,
0.05794893577694893,
-0.014574195258319378,
0.04787641018629074,
0.011750699020922184,
-0.038711678236722946,
0.09325598180294037,
0.02732218988239765,
0.06304842233657837,
0.044125862419605255,
-0.013985133729875088,
-0.0701586976647377,
-0.03342951461672783,
-0.07644016295671463,
-0.04182613268494606,
0.07656823098659515,
0.006831548176705837,
-0.07908624410629272,
-0.048739831894636154,
-0.008526063524186611,
0.017165472730994225,
0.1261487603187561,
-0.05596495792269707,
-0.039612289518117905,
0.044220585376024246,
0.023390857502818108,
0.015622054226696491,
0.048525579273700714,
0.035618461668491364,
-0.04451369866728783,
-0.0203949436545372,
0.04680251702666283,
-0.026607876643538475,
-0.06433311849832535,
-0.007311549969017506,
-0.047183290123939514,
0.05110090598464012,
-0.01670709066092968,
0.10808039456605911,
0.0443902462720871,
-0.016255449503660202,
0.09839820116758347,
-0.04435073211789131,
0.02157372236251831,
-0.007701479829847813,
-0.039891451597213745,
0.023442735895514488,
0.06604211777448654,
-0.05557708814740181,
0.006063634995371103,
0.00766060221940279,
0.07399167865514755,
0.05853055790066719,
0.07139622420072556,
0.09320103377103806,
0.025136005133390427,
-0.06441131979227066,
-0.02750149741768837,
0.0774034783244133,
0.07451169937849045,
-0.04040057212114334,
0.04974853992462158,
-0.09507137537002563,
-0.034890901297330856,
-0.03649744763970375,
-0.08310390263795853,
0.01898033730685711,
-0.1016557589173317,
0.002893437398597598,
0.07128943502902985,
-0.06151075288653374,
-0.057481586933135986,
0.038721196353435516,
-0.019898811355233192,
0.029395928606390953,
-0.032920293509960175,
-0.04769807308912277,
0.04166083037853241,
-0.04509424790740013,
-0.047296151518821716,
-0.012863293290138245,
0.06452305614948273,
-0.0992603749036789,
-0.08153682202100754,
0.01900511421263218,
0.0011620906880125403,
-0.06921858340501785,
-0.015503023751080036,
-0.08619508147239685,
0.0012447172775864601,
0.04985726624727249,
-0.024005873128771782,
-0.027481988072395325,
-0.00328835123218596,
0.09364429861307144,
-0.06405466049909592,
0.02707616053521633,
0.05066106095910072,
-0.05714942887425423,
0.08129134029150009,
-0.04709715023636818,
-0.028227873146533966,
0.06062031909823418,
0.01988132670521736,
-0.04615621641278267,
-0.0284813791513443,
0.061162423342466354,
0.05056743696331978,
0.021333200857043266,
0.08377732336521149,
0.0070106228813529015,
-0.0025108123663812876,
-0.0004529506841208786,
-0.02367379330098629,
0.07842971384525299,
0.03022211417555809,
-0.06813967227935791,
0.004870617296546698,
-0.04737429693341255,
-0.053831566125154495,
-0.037450797855854034,
0.04738893732428551,
-0.07690679281949997,
-0.038831569254398346,
0.038600582629442215,
0.0451999194920063,
0.00921841710805893,
0.04442382603883743
] |
I hope you had a good time reading this article and learned some new stuff
along the way.
## Related posts
View all
No results found.
There are no results with this criteria. Try changing your search.
Large Language Model
Large Language Model
Foundation Models
Foundation Models
Corporate
Corporate
People
People
Structured Data
Structured Data
Chat GPT
Chat GPT
Sustainability
Sustainability
Voice & Sound
Voice & Sound
Front-End Development
Front-End Development
Data Protection & Security
Data Protection & Security
Responsible/ Ethical AI
Responsible/ Ethical AI
Infrastructure
Infrastructure
Hardware & sensors
Hardware & sensors
MLOps
MLOps
Generative AI
Generative AI
Natural language processing
Natural language processing
Computer vision
Computer vision
Accelerating businesses with AI technology & experts
Contact:
info@ml6.eu
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy | scraping/output/5364586834657158796.txt | [
0.02655823528766632,
-0.015316402539610863,
-0.0353434719145298,
-0.03360452502965927,
0.048618901520967484,
-0.05613342300057411,
0.0725623294711113,
0.060238663107156754,
0.062435515224933624,
-0.018820330500602722,
0.02710714563727379,
0.03132658451795578,
0.04194736108183861,
-0.04291708022356033,
-0.026441138237714767,
0.05403997004032135,
0.040688611567020416,
-0.04388127103447914,
-0.024344272911548615,
-0.06503081321716309,
0.04102140665054321,
-0.014575992710888386,
-0.0462077297270298,
0.07499601691961288,
0.07284634560346603,
0.047228917479515076,
-0.053175073117017746,
-0.01364294346421957,
0.03454224392771721,
-0.040284134447574615,
-0.021381337195634842,
-0.04541980102658272,
0.0630790963768959,
-0.07641590386629105,
0.027522465214133263,
-0.003287670435383916,
-0.03343374654650688,
-0.025463886559009552,
0.0658884197473526,
-0.08923584967851639,
-0.003679542802274227,
0.05049990117549896,
0.007047101389616728,
0.0443306528031826,
0.009862401522696018,
0.04907119274139404,
-0.033789172768592834,
0.04711362347006798,
-0.01557005662471056,
-0.029675904661417007,
-0.0714959129691124,
0.05911964178085327,
0.02616182714700699,
0.03960827738046646,
0.06518871337175369,
-0.06941855698823929,
-0.09231387078762054,
-0.08242163062095642,
-0.048398155719041824,
0.039519261568784714,
0.05169147625565529,
-0.0767393484711647,
-0.003618576331064105,
0.03337448835372925,
0.07185082882642746,
0.09062898904085159,
0.019441239535808563,
0.028659004718065262,
-0.08322746306657791,
-0.061165377497673035,
-0.054282501339912415,
0.0761323943734169,
0.02138117328286171,
-0.05936642363667488,
-0.007977873086929321,
0.027131713926792145,
0.0017046192660927773,
-0.07332486659288406,
0.026720790192484856,
-0.03795725852251053,
-0.06586037576198578,
-0.027309007942676544,
-0.04625073820352554,
0.011983462609350681,
-0.06387712061405182,
0.06385784596204758,
0.0562012679874897,
-0.06275562942028046,
0.07021278887987137,
-0.036743342876434326,
0.04700124263763428,
0.04716310277581215,
-0.06704862415790558,
-0.05798161402344704,
-0.0331968329846859,
-0.07666507363319397,
-0.04991930350661278,
0.0637374296784401,
0.051545996218919754,
-0.06450975686311722,
0.06181231513619423,
-0.04903426021337509,
0.07123026996850967,
-0.060805246233940125,
-0.03654578700661659,
0.02827003039419651,
0.04234548658132553,
-0.0794919952750206,
0.04214887320995331,
-0.07260970026254654,
-0.0729665756225586,
0.06879469752311707,
0.08966437727212906,
0.054562248289585114,
-0.06105182692408562,
-0.0213013906031847,
-0.021935485303401947,
-0.04041251912713051,
-0.0005214482662267983,
-0.014380178414285183,
0.09459003061056137,
-0.03905528038740158,
-0.10034013539552689,
-0.07371752709150314,
-0.03338100388646126,
-0.031249411404132843,
0.0029802904464304447,
0.030329985544085503,
-0.002411832334473729,
0.022175779566168785,
0.004118253476917744,
0.021693581715226173,
0.033766429871320724,
0.08090811967849731,
0.06985702365636826,
0.07696164399385452,
-0.0772174522280693,
-0.019141046330332756,
-0.04495225474238396,
-0.050366710871458054,
-0.04184330999851227,
0.06009246036410332,
-0.016816982999444008,
0.05205008015036583,
0.051241178065538406,
0.023203179240226746,
0.09496814757585526,
-0.05236252397298813,
0.061667196452617645,
-0.011014013551175594,
0.09412358701229095,
-0.009825951419770718,
0.08372156322002411,
0.029737485572695732,
0.03547295928001404,
-0.05504206195473671,
-0.06804642826318741,
-0.05186888948082924,
0.03196871653199196,
0.05316639319062233,
-0.04810168966650963,
-0.052912112325429916,
-0.0423542819917202,
-0.008231441490352154,
-0.052822452038526535,
-0.008637108840048313,
0.04293379932641983,
0.062235329300165176,
-0.05805237218737602,
-0.06042097881436348,
-0.0754505917429924,
0.03662112355232239,
-0.05478428676724434,
0.06484538316726685,
-0.02680983394384384,
0.04184573516249657,
-0.04819342494010925,
0.060973282903432846,
0.04458039999008179,
0.061271317303180695,
-0.07237013429403305,
-0.01786722242832184,
-0.09003955125808716,
-0.06400526314973831,
-0.0829797014594078,
-0.06509990245103836,
-0.013271612115204334,
0.03786462917923927,
0.018632324412465096,
-0.04096560180187225,
0.01180625893175602,
0.027116039767861366,
-0.049445491284132004,
-0.06597764045000076,
-0.06357918679714203,
0.03437405079603195,
-0.032626088708639145,
0.06280189007520676,
0.05192514881491661,
0.056009527295827866,
0.005577599164098501,
0.0039483122527599335,
0.029076263308525085,
0.04467150941491127,
0.06575234979391098,
-0.0049047693610191345,
-0.027503948658704758,
0.07140276581048965,
-0.03639989346265793,
0.042538031935691833,
0.055447664111852646,
-0.04631000757217407,
-0.04556868225336075,
0.029401877894997597,
0.017890378832817078,
-0.014544009231030941,
0.019160203635692596,
0.08662824332714081,
-0.042661748826503754,
0.04942185431718826,
0.027374930679798126,
-0.028815077617764473,
0.07148388028144836,
-0.08145422488451004,
0.010034098289906979,
0.036021824926137924,
0.07083891332149506,
-0.05644451826810837,
-0.051361508667469025,
0.029987040907144547,
-0.07177367061376572,
-0.04637250304222107,
-0.06579294800758362,
-0.06639613211154938,
-0.04786410927772522,
-0.0569516159594059,
-0.02027527056634426,
0.024525301530957222,
0.07112078368663788,
-0.03940663859248161,
-0.06369355320930481,
-0.06465008854866028,
0.03477093204855919,
-0.059637829661369324,
0.06649560481309891,
-0.03691336512565613,
-0.0038384348154067993,
0.03480919823050499,
0.0027511348016560078,
0.01616072468459606,
0.0532255582511425,
-0.022130882367491722,
-0.015695614740252495,
-0.01509515568614006,
-0.03872248902916908,
0.0687505453824997,
0.06242827698588371,
0.07613351941108704,
-0.07161891460418701,
0.057833559811115265,
0.03964865207672119,
-0.02279343456029892,
0.08394341915845871,
0.050167229026556015,
0.03472830727696419,
0.028045091778039932,
-0.04030399024486542,
-0.054833706468343735,
-0.057637836784124374,
-0.0593152716755867,
-0.0673181489109993,
0.037680625915527344,
0.006200710311532021,
-0.04511704295873642,
-0.06367702782154083,
-0.03891764581203461,
-0.0034670450259000063,
0.07732874900102615,
-0.022682756185531616,
-0.01896071434020996,
0.07221481204032898,
0.009285815991461277,
0.04151686653494835,
0.03843196481466293,
0.023243118077516556,
-0.05168836936354637,
-0.010384999215602875,
0.06970196217298508,
-0.039221808314323425,
-0.054086968302726746,
-0.03811568766832352,
-0.07640057802200317,
0.038907431066036224,
-0.0258868969976902,
0.08877541869878769,
0.04487001150846481,
0.012342803180217743,
0.058386217802762985,
-0.049319908022880554,
0.02886366844177246,
0.0110388258472085,
-0.043016742914915085,
0.05521780997514725,
0.07278242707252502,
-0.03504590317606926,
0.014849312603473663,
0.011117102578282356,
0.028805837035179138,
0.04501734673976898,
0.009172743186354637,
0.03812766820192337,
0.035239387303590775,
-0.03722226992249489,
-0.016812939196825027,
0.06307987123727798,
0.08732744306325912,
-0.036254413425922394,
0.05099610984325409,
-0.084971122443676,
-0.05917461961507797,
-0.026751559227705002,
-0.06559676676988602,
0.013080039992928505,
-0.09160289913415909,
0.0255763977766037,
0.06602904200553894,
-0.10046135634183884,
-0.024325145408511162,
0.045837100595235825,
0.009991251863539219,
0.032372791320085526,
-0.039391376078128815,
-0.0363105870783329,
0.05963840335607529,
-0.024992594495415688,
-0.015915323048830032,
-0.0021152354311197996,
0.076058030128479,
-0.08323827385902405,
-0.06042320281267166,
0.02309185080230236,
0.005723258480429649,
-0.07509619742631912,
0.023284856230020523,
-0.038343705236911774,
-0.048393614590168,
0.09569992870092392,
-0.0270053930580616,
-0.04482019692659378,
0.019710984081029892,
0.10705450177192688,
-0.06909490376710892,
0.009029654785990715,
0.04841373860836029,
-0.07128559052944183,
0.06801120191812515,
-0.04854874685406685,
-0.0399123877286911,
0.09892923384904861,
0.05461633577942848,
-0.07059809565544128,
-0.05514640733599663,
0.031362853944301605,
0.04159623384475708,
0.010420654900372028,
0.061016302555799484,
-0.028914431110024452,
0.013473269529640675,
0.05582556501030922,
-0.02200852520763874,
0.08092039823532104,
0.05962781980633736,
-0.051474448293447495,
0.01789863407611847,
-0.036248598247766495,
-0.056490879505872726,
-0.04007617011666298,
0.016221685335040092,
-0.050178162753582,
-0.04751242324709892,
0.03177125006914139,
0.0453377328813076,
0.013986886478960514,
0.07632974535226822
] |
Computer vision
Accelerating businesses with AI technology & experts
Contact:
info@ml6.eu
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/5364586834657158796.txt | [
0.012139135971665382,
-0.03106391616165638,
-0.049049146473407745,
-0.046098463237285614,
0.028199095278978348,
-0.055514007806777954,
0.060696374624967575,
0.08541034162044525,
0.05573834478855133,
-0.034490227699279785,
0.026624362915754318,
0.029526522383093834,
0.05494469031691551,
-0.02763739973306656,
-0.0318511500954628,
0.05731615424156189,
0.0367656871676445,
-0.04945240914821625,
-0.06570310890674591,
-0.06444848328828812,
0.006355933845043182,
0.006571810692548752,
-0.05744275450706482,
0.03789027780294418,
0.06792504340410233,
0.059408120810985565,
-0.03809570521116257,
-0.011105232872068882,
0.027711013332009315,
-0.03641859069466591,
-0.025457119569182396,
-0.03962063044309616,
0.05696115642786026,
-0.09257064014673233,
0.03204551339149475,
0.020536499097943306,
-0.04289708286523819,
-0.032466866075992584,
0.03888646513223648,
-0.0886688232421875,
0.012111884541809559,
0.023452376946806908,
0.017977815121412277,
0.05855732783675194,
0.0024238084442913532,
0.04848933964967728,
-0.011932563968002796,
0.04708285629749298,
-0.018651608377695084,
-0.02961239032447338,
-0.04469738155603409,
0.07218275219202042,
0.003709526266902685,
0.04411178454756737,
0.06290729343891144,
-0.06894635409116745,
-0.08990983664989471,
-0.0905957892537117,
-0.046770937740802765,
0.05554548650979996,
0.06220626085996628,
-0.0926198661327362,
0.008829710073769093,
0.060024745762348175,
0.08008605986833572,
0.05709785595536232,
0.040737852454185486,
0.043825700879096985,
-0.09209199994802475,
-0.07297607511281967,
-0.07300437241792679,
0.07286379486322403,
0.013872304931282997,
-0.07627058774232864,
-0.009289542213082314,
0.04148753732442856,
-0.0022906868252903223,
-0.04945528879761696,
0.018077945336699486,
-0.032087165862321854,
-0.04746715724468231,
-0.013731311075389385,
-0.030613740906119347,
0.02066083252429962,
-0.06543829292058945,
0.08369170129299164,
0.05328626558184624,
-0.06819410622119904,
0.05753309279680252,
-0.04103522002696991,
0.041526805609464645,
0.05625022202730179,
-0.08333813399076462,
-0.058915842324495316,
-0.04127537086606026,
-0.07154446840286255,
-0.029865259304642677,
0.050456900149583817,
0.04141548275947571,
-0.07392560690641403,
0.06262583285570145,
-0.06794679909944534,
0.07610995322465897,
-0.056732337921857834,
-0.04092782735824585,
0.03703877329826355,
0.016293838620185852,
-0.05467942729592323,
0.061258815228939056,
-0.09450094401836395,
-0.05465198680758476,
0.08080358058214188,
0.07284164428710938,
0.07760853320360184,
-0.07211513817310333,
-0.03143613785505295,
-0.022730255499482155,
-0.04819907248020172,
0.000031762541766511276,
-0.021864300593733788,
0.10677661001682281,
-0.04695359244942665,
-0.07325761765241623,
-0.06454527378082275,
-0.029200950637459755,
-0.04245384410023689,
0.003921897150576115,
0.048363927751779556,
0.004446246195584536,
0.03024550899863243,
0.026843326166272163,
0.03780174255371094,
0.021581843495368958,
0.08157320320606232,
0.0639943778514862,
0.08986376225948334,
-0.08888477832078934,
-0.011356348171830177,
-0.054853711277246475,
-0.03945566341280937,
-0.0432879775762558,
0.06844287365674973,
-0.02304944209754467,
0.041599005460739136,
0.08598349988460541,
0.016077116131782532,
0.10445476323366165,
-0.046449244022369385,
0.05508430674672127,
-0.0034767265897244215,
0.08847502619028091,
-0.0356564000248909,
0.06431671977043152,
0.06341960281133652,
0.0526723675429821,
-0.060225825756788254,
-0.05792957916855812,
-0.04062706232070923,
0.04178392514586449,
0.03973935544490814,
-0.0574241504073143,
-0.04743364453315735,
-0.040465038269758224,
-0.012718829326331615,
-0.04278600215911865,
-0.02150709740817547,
0.03001362271606922,
0.06166614219546318,
-0.06273379921913147,
-0.05805511400103569,
-0.03670615330338478,
0.03225228562951088,
-0.035519517958164215,
0.08758749067783356,
-0.020438121631741524,
0.05183963105082512,
-0.07283907383680344,
0.04339076206088066,
0.040791042149066925,
0.051946599036455154,
-0.06756611168384552,
-0.04182887449860573,
-0.07672427594661713,
-0.051124513149261475,
-0.06167237088084221,
-0.06315919756889343,
-0.024975689128041267,
0.035383954644203186,
0.030417464673519135,
-0.024741973727941513,
0.006927077192813158,
0.0324767641723156,
-0.059387434273958206,
-0.06644339859485626,
-0.037810616195201874,
0.037473227828741074,
-0.03099966049194336,
0.06228005886077881,
0.048329804092645645,
0.04144458472728729,
0.01868872344493866,
-0.024944167584180832,
0.04956921935081482,
0.046002406626939774,
0.039925649762153625,
-0.01858864538371563,
-0.0197397843003273,
0.051731571555137634,
-0.03519788384437561,
0.05519110709428787,
0.06157231703400612,
-0.054560646414756775,
-0.05038443207740784,
0.028644395992159843,
0.020983261987566948,
-0.014457671903073788,
0.039606451988220215,
0.098019078373909,
-0.03236554190516472,
0.0379268079996109,
0.014679523184895515,
-0.025289064273238182,
0.05101541802287102,
-0.08436527103185654,
-0.007133804261684418,
0.030604543164372444,
0.07859649509191513,
-0.06431865692138672,
-0.025396957993507385,
0.04077834635972977,
-0.041130151599645615,
-0.04353944957256317,
-0.05049723759293556,
-0.08967120200395584,
-0.04440818354487419,
-0.039127543568611145,
-0.02639039419591427,
0.03130234032869339,
0.07507608085870743,
-0.045244209468364716,
-0.06724998354911804,
-0.06361895054578781,
0.020321914926171303,
-0.05559073016047478,
0.05490889400243759,
-0.027828246355056763,
-0.024581274017691612,
0.019399695098400116,
-0.024929532781243324,
0.01297970861196518,
0.031075797975063324,
-0.02176833711564541,
-0.03154081106185913,
-0.029361242428421974,
-0.0687730684876442,
0.0725705698132515,
0.04254401475191116,
0.0628141462802887,
-0.05809522792696953,
0.05268656834959984,
0.028358345851302147,
-0.03888111934065819,
0.09179242700338364,
0.0349009670317173,
0.03150852024555206,
0.017561128363013268,
-0.024459755048155785,
-0.06593161821365356,
-0.03574284911155701,
-0.05996515601873398,
-0.0900096520781517,
0.07056459784507751,
0.038084615021944046,
-0.046185776591300964,
-0.07307228446006775,
-0.04398895055055618,
-0.004301991779357195,
0.060000572353601456,
-0.03411606326699257,
-0.02869606390595436,
0.08496513962745667,
0.004489442333579063,
0.044313132762908936,
0.04580787569284439,
0.05012766644358635,
-0.05012035742402077,
-0.01060881931334734,
0.07739830762147903,
-0.030539067462086678,
-0.07832739502191544,
-0.0318935327231884,
-0.050126414746046066,
0.028149476274847984,
-0.009943145327270031,
0.09496190398931503,
0.030271952971816063,
-0.017828695476055145,
0.06707881391048431,
-0.040587231516838074,
0.054187554866075516,
0.004203717689961195,
-0.019814763218164444,
0.04086063429713249,
0.061356283724308014,
-0.040863387286663055,
0.028656931594014168,
0.018083028495311737,
0.034944187849760056,
0.03419312834739685,
0.02565423585474491,
0.04719877988100052,
0.04231037199497223,
-0.04904269427061081,
-0.004582339897751808,
0.035307981073856354,
0.08900061994791031,
-0.005786160472780466,
0.06726783514022827,
-0.09209268540143967,
-0.050123292952775955,
-0.028878293931484222,
-0.04875503107905388,
-0.004624532535672188,
-0.10218261182308197,
0.04700169339776039,
0.07175049930810928,
-0.09842491149902344,
-0.029041625559329987,
0.04368466138839722,
0.00046817443217150867,
0.02196803316473961,
-0.036255236715078354,
-0.04565099626779556,
0.07803266495466232,
-0.036627233028411865,
-0.03531303256750107,
-0.013210819102823734,
0.05792255327105522,
-0.07503048330545425,
-0.061822593212127686,
0.010615342296659946,
0.02367008663713932,
-0.0785469114780426,
0.016626372933387756,
-0.03902466595172882,
-0.050705697387456894,
0.08096983283758163,
-0.012342487461864948,
-0.05160198733210564,
0.012634603306651115,
0.09568968415260315,
-0.06598883867263794,
0.035356298089027405,
0.0481657013297081,
-0.07160252332687378,
0.06094694137573242,
-0.05564295873045921,
-0.027910925447940826,
0.08549468219280243,
0.06238003820180893,
-0.0586673766374588,
-0.053056422621011734,
0.03922206908464432,
0.045532386749982834,
0.012176807038486004,
0.06752283126115799,
-0.019485080614686012,
-0.012740068137645721,
0.03727682679891586,
-0.01978379301726818,
0.07458402961492538,
0.07380392402410507,
-0.03074716590344906,
0.012549346312880516,
-0.02550579607486725,
-0.06235479563474655,
-0.05183611065149307,
0.002035718411207199,
-0.015005969442427158,
-0.03474389389157295,
0.026623370125889778,
0.025653816759586334,
0.006849074270576239,
0.04858977347612381
] |
Computer vision
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
Blogposts
All Posts
March 15, 2022
# 3D object detection in the real world
Contributors
No items found.
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Share this post | scraping/output/-8232651017417611530.txt | [
0.03483635187149048,
-0.014119315892457962,
-0.04734009504318237,
-0.013428539969027042,
0.041771192103624344,
-0.04864000156521797,
0.07021766155958176,
0.07935847342014313,
0.05571124330163002,
-0.05486387386918068,
0.02243751846253872,
0.04972100630402565,
0.04503064975142479,
-0.04662514850497246,
-0.021808108314871788,
0.045687392354011536,
0.024346962571144104,
-0.019850481301546097,
-0.047740209847688675,
-0.043065767735242844,
0.014056631363928318,
0.007878883741796017,
-0.022145742550492287,
0.060351841151714325,
0.07522212713956833,
0.04489270597696304,
-0.056992389261722565,
-0.00777698727324605,
0.04414571076631546,
-0.022491829469799995,
-0.011448657140135765,
-0.04744153842329979,
0.03854444995522499,
-0.07783901691436768,
0.0298606026917696,
-0.017193319275975227,
-0.026444224640727043,
-0.040240056812763214,
0.03708579018712044,
-0.08717554062604904,
-0.0033172117546200752,
0.038223788142204285,
0.003711116034537554,
0.038622185587882996,
0.025347048416733742,
0.038408663123846054,
-0.00803846213966608,
0.047374069690704346,
0.0054371957667171955,
-0.036952532827854156,
-0.07157432287931442,
0.04189522564411163,
-0.005184944719076157,
0.03581736981868744,
0.060085490345954895,
-0.07409396022558212,
-0.06917158514261246,
-0.06267654150724411,
-0.04276791960000992,
0.04257660359144211,
0.06175033748149872,
-0.09927967190742493,
-0.025199078023433685,
0.023494234308600426,
0.08599063754081726,
0.0886560007929802,
0.027492191642522812,
0.03053973987698555,
-0.08719272166490555,
-0.05396556109189987,
-0.04694647714495659,
0.07477865368127823,
0.0348380021750927,
-0.07194889336824417,
-0.006046801805496216,
0.032540213316679,
0.008797568269073963,
-0.05359313637018204,
0.024376917630434036,
-0.0505850650370121,
-0.04103254899382591,
-0.012415613979101181,
-0.03697817027568817,
0.020092874765396118,
-0.06827569007873535,
0.05543562024831772,
0.03832130506634712,
-0.07364868372678757,
0.06210780888795853,
-0.03336619958281517,
0.022851187735795975,
0.060385562479496,
-0.06613687425851822,
-0.046786561608314514,
-0.028401359915733337,
-0.08969494700431824,
-0.05586710199713707,
0.02225792594254017,
0.060262177139520645,
-0.07439035177230835,
0.06018921732902527,
-0.06308892369270325,
0.08075631409883499,
-0.07022295892238617,
-0.062219228595495224,
0.041054867208004,
0.03770286217331886,
-0.08487546443939209,
0.03794245421886444,
-0.06280382722616196,
-0.06543333828449249,
0.07729776948690414,
0.08548804372549057,
0.06581015884876251,
-0.06154746189713478,
-0.02205401472747326,
-0.03078293614089489,
-0.058181121945381165,
-0.002530160825699568,
-0.019232813268899918,
0.11915013939142227,
-0.07179625332355499,
-0.11305688321590424,
-0.0891830250620842,
-0.02695658802986145,
-0.037283867597579956,
-0.014301505871117115,
0.015620277263224125,
0.017184728756546974,
0.05150822550058365,
0.01850959099829197,
0.021578414365649223,
0.04659535363316536,
0.0758834034204483,
0.07458986341953278,
0.08981599658727646,
-0.0878060907125473,
-0.02272666245698929,
-0.07294409722089767,
-0.048780765384435654,
-0.019744565710425377,
0.0607624351978302,
-0.006958763115108013,
0.02129967138171196,
0.05603485554456711,
0.012426129542291164,
0.09637626260519028,
-0.07694478332996368,
0.05966704338788986,
0.011950623244047165,
0.08197514712810516,
-0.033092983067035675,
0.07644637674093246,
0.034650590270757675,
0.04289884492754936,
-0.04637163132429123,
-0.05768376216292381,
-0.05385911837220192,
0.039795733988285065,
0.05704076588153839,
-0.041308626532554626,
-0.0339956097304821,
-0.032955195754766464,
-0.016815712675452232,
-0.04381990060210228,
0.004192665684968233,
0.03754090145230293,
0.06745203584432602,
-0.027237435802817345,
-0.07355024665594101,
-0.06001666188240051,
0.04249076545238495,
-0.052589740604162216,
0.061976123601198196,
-0.009677832946181297,
0.04301261529326439,
-0.07365015149116516,
0.06447585672140121,
0.057427551597356796,
0.051934752613306046,
-0.0677652582526207,
-0.009680934250354767,
-0.08889014273881912,
-0.05448159947991371,
-0.07876083254814148,
-0.049541693180799484,
-0.019049296155571938,
0.03982820361852646,
0.049603838473558426,
-0.028022481128573418,
-0.018575362861156464,
0.02570636011660099,
-0.04966117814183235,
-0.0723915696144104,
-0.04409842938184738,
0.05579449608922005,
-0.0038301004096865654,
0.05172319337725639,
0.04818624630570412,
0.04357559606432915,
0.004589231219142675,
-0.028077563270926476,
0.013701355084776878,
0.04253324121236801,
0.04488030821084976,
-0.009787561371922493,
-0.021617921069264412,
0.0908462405204773,
-0.027778375893831253,
0.0514664351940155,
0.06661908328533173,
-0.06328058242797852,
-0.038648571819067,
0.036726657301187515,
-0.00016245763981714845,
-0.02481420338153839,
0.03206535801291466,
0.080418162047863,
-0.046637386083602905,
0.07487960159778595,
0.018248403444886208,
-0.017183387652039528,
0.07612589001655579,
-0.059058014303445816,
0.009231295436620712,
0.021983932703733444,
0.06509258598089218,
-0.06697593629360199,
-0.030995558947324753,
0.04086723178625107,
-0.054987337440252304,
-0.04732947051525116,
-0.039494339376688004,
-0.08148079365491867,
-0.034764133393764496,
-0.04735119268298149,
-0.03228866308927536,
0.037964411079883575,
0.054612427949905396,
-0.037251926958560944,
-0.06335236877202988,
-0.054670561105012894,
0.05595404654741287,
-0.05863126367330551,
0.05501144006848335,
-0.053637027740478516,
-0.011239353567361832,
0.050362274050712585,
-0.023046351969242096,
-0.0006255759508349001,
0.06741778552532196,
-0.01864815317094326,
-0.02730768732726574,
-0.03615454211831093,
-0.052450019866228104,
0.08269952982664108,
0.06562474370002747,
0.07778719067573547,
-0.06103957071900368,
0.06131064519286156,
0.007173046935349703,
-0.034478623420000076,
0.07290950417518616,
0.05073866248130798,
0.02880834974348545,
0.05449523404240608,
-0.050444141030311584,
-0.06256982684135437,
-0.049920402467250824,
-0.05445517227053642,
-0.06574203819036484,
0.04857375845313072,
0.003910745028406382,
-0.037121791392564774,
-0.076724573969841,
-0.036307770758867264,
0.02117583528161049,
0.06869009137153625,
-0.04148330166935921,
-0.04589010030031204,
0.0718512013554573,
0.004070349037647247,
0.043343570083379745,
0.018941804766654968,
0.023258687928318977,
-0.04262764751911163,
-0.0072081382386386395,
0.05973467230796814,
-0.0277690626680851,
-0.06698955595493317,
-0.05811785161495209,
-0.057392045855522156,
0.015829361975193024,
-0.028509104624390602,
0.08574582636356354,
0.03257555514574051,
0.026918768882751465,
0.055865198373794556,
-0.04421781003475189,
0.023981375619769096,
0.001310114050284028,
-0.03284965455532074,
0.0372798852622509,
0.08476227521896362,
-0.03362555801868439,
0.031534191220998764,
0.01720958575606346,
0.019755272194743156,
0.035738565027713776,
0.025569137185811996,
0.07355834543704987,
0.02814376726746559,
-0.0407538078725338,
0.016860805451869965,
0.04294256120920181,
0.06953279674053192,
-0.030711114406585693,
0.05353565514087677,
-0.11240259557962418,
-0.04611269012093544,
-0.023649049922823906,
-0.07286503165960312,
0.01916995644569397,
-0.08559118211269379,
0.008294561877846718,
0.06323208659887314,
-0.06838032603263855,
-0.03871900588274002,
0.0428631454706192,
0.011864623986184597,
0.009833038784563541,
-0.049464818090200424,
-0.02562306635081768,
0.07607824355363846,
-0.047524940222501755,
-0.050927866250276566,
-0.030848398804664612,
0.06521040946245193,
-0.07669323682785034,
-0.04984988272190094,
0.021414469927549362,
0.012224710546433926,
-0.09551297873258591,
0.045149900019168854,
-0.021837104111909866,
-0.03249307721853256,
0.09895831346511841,
-0.01905922032892704,
-0.053773432970047,
0.03881319239735603,
0.10186538845300674,
-0.06643431633710861,
0.02725658006966114,
0.05029768496751785,
-0.08520258963108063,
0.0607503280043602,
-0.036829136312007904,
-0.052660051733255386,
0.07926777005195618,
0.05141264572739601,
-0.026416007429361343,
-0.062390610575675964,
0.06499536335468292,
0.04381624981760979,
0.027695128694176674,
0.0486566498875618,
-0.039679620414972305,
0.00523677421733737,
0.040243349969387054,
-0.0023348848335444927,
0.06836941093206406,
0.07441163063049316,
-0.036387987434864044,
-0.006999279372394085,
-0.0374191589653492,
-0.06040048226714134,
-0.04111742600798607,
0.04281529784202576,
-0.04013465344905853,
-0.028219765052199364,
0.022664837539196014,
0.03483356162905693,
0.008736809715628624,
0.06587892770767212
] |
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Share this post
Benchmarking VoteNet and 3DETR for detecting objects in point clouds
Photo by Arisa Chattasa on Unsplash
| scraping/output/-8232651017417611530.txt | [
0.04381793364882469,
0.011042906902730465,
-0.030605707317590714,
-0.05553501471877098,
0.03281445428729057,
-0.012410123832523823,
0.04438789188861847,
0.04665038734674454,
0.0977945327758789,
-0.04752928018569946,
0.05287871137261391,
0.021731877699494362,
0.05285158008337021,
-0.01684322953224182,
-0.04017948731780052,
0.04790655896067619,
0.08311226218938828,
-0.06307452917098999,
-0.06798113137483597,
-0.046753644943237305,
0.011379621922969818,
0.025718094781041145,
-0.0414583645761013,
0.029301006346940994,
0.052380356937646866,
0.04768983647227287,
-0.048097435384988785,
0.000596017052885145,
0.05747723951935768,
-0.05199234187602997,
-0.04037909954786301,
-0.03704382851719856,
0.06963567435741425,
-0.08217722922563553,
0.05130242928862572,
0.0031456139404326677,
-0.04098983108997345,
-0.027857622131705284,
0.03159240633249283,
-0.06166824698448181,
-0.004222118761390448,
0.03769282251596451,
0.01142853032797575,
0.06396327912807465,
0.04677777364850044,
0.05783237889409065,
0.0023855604231357574,
0.04250460863113403,
-0.03525036945939064,
-0.041204504668712616,
-0.07684355229139328,
0.06121298298239708,
0.01264786347746849,
0.024827562272548676,
0.01905682682991028,
-0.0698641911149025,
-0.04852259159088135,
-0.039646320044994354,
-0.0525222085416317,
0.0689709261059761,
0.051774851977825165,
-0.06029781699180603,
0.005719127133488655,
0.0005082623683847487,
0.10490822792053223,
0.07286489009857178,
0.01005390752106905,
0.049650054425001144,
-0.08289588242769241,
-0.03248583897948265,
-0.08599478006362915,
0.05761561915278435,
0.030012261122465134,
-0.04618562385439873,
0.029115373268723488,
0.042908426374197006,
0.020726261660456657,
-0.0384233333170414,
0.03484749048948288,
-0.04234237223863602,
-0.0692516565322876,
-0.019026940688490868,
-0.040500055998563766,
0.07409689575433731,
-0.017719406634569168,
0.0679636150598526,
0.05650617927312851,
-0.06057985872030258,
0.06787709891796112,
-0.038332127034664154,
0.0011079899268224835,
0.02642068639397621,
-0.09685871750116348,
-0.06791652739048004,
-0.09411153942346573,
-0.08899745345115662,
-0.042908068746328354,
0.04103788733482361,
0.02897382341325283,
-0.047736525535583496,
0.08168376237154007,
-0.039470966905355453,
0.0399082750082016,
-0.031115015968680382,
-0.0643438920378685,
0.06339997053146362,
0.03978081792593002,
-0.0764283761382103,
0.05096416547894478,
-0.05222170054912567,
-0.03741135820746422,
0.032454852014780045,
0.07538419216871262,
0.03920586407184601,
-0.06219207122921944,
-0.050641514360904694,
-0.0373094342648983,
-0.02871113084256649,
-0.0052577597089111805,
-0.05942593142390251,
0.07283879816532135,
-0.04980954900383949,
-0.0684807077050209,
-0.052377939224243164,
-0.017854733392596245,
-0.03523455560207367,
0.013176897540688515,
0.03675471618771553,
0.02916797809302807,
0.014711889438331127,
0.027034753933548927,
0.04483576864004135,
0.04221192002296448,
0.11028336733579636,
0.05692379176616669,
0.07870389521121979,
-0.04655719920992851,
0.004992030095309019,
-0.005558460019528866,
-0.03172732889652252,
-0.02549949660897255,
0.08759398013353348,
-0.028356678783893585,
0.05938396975398064,
0.10266531258821487,
0.07439079135656357,
0.06050630286335945,
-0.0632573813199997,
0.05718192830681801,
0.012447607703506947,
0.07121894508600235,
-0.038094040006399155,
0.05601689592003822,
0.025096796452999115,
0.06498277932405472,
-0.04777458310127258,
-0.063850037753582,
-0.07038228958845139,
0.036236949265003204,
0.06755769997835159,
-0.06455885618925095,
-0.049518778920173645,
-0.04962422698736191,
-0.022348424419760704,
-0.05881868302822113,
-0.02156674861907959,
0.0029338051099330187,
0.0874209851026535,
-0.02527916245162487,
-0.0634966567158699,
-0.08253038674592972,
0.03942373767495155,
-0.027244413271546364,
0.07101751863956451,
0.014052588492631912,
0.027845483273267746,
-0.06987743079662323,
0.03612205386161804,
0.06906967610120773,
0.03746185824275017,
-0.019786396995186806,
-0.03245559707283974,
-0.0675681084394455,
-0.05823304131627083,
-0.05990990251302719,
-0.062266480177640915,
-0.021780727431178093,
0.0437474362552166,
0.049526140093803406,
-0.03565684333443642,
-0.04342200607061386,
0.01422512624412775,
-0.05258256569504738,
-0.035021618008613586,
-0.09476178884506226,
0.015335584990680218,
-0.012574410997331142,
0.06433985382318497,
0.054109975695610046,
0.03919064626097679,
0.016972379758954048,
-0.017327507957816124,
0.009440438821911812,
0.07012559473514557,
0.033308085054159164,
-0.025880631059408188,
-0.02270938828587532,
0.07391916215419769,
-0.04741140827536583,
0.03337568789720535,
0.07741323858499527,
-0.032160185277462006,
-0.06943294405937195,
0.05477813258767128,
-0.0013632407644763589,
0.01871013641357422,
0.004379425663501024,
0.08649639040231705,
-0.04052479937672615,
0.03306569159030914,
0.0373341329395771,
-0.03655988350510597,
0.044822726398706436,
-0.07914616167545319,
-0.040309835225343704,
0.03041987121105194,
0.06168125197291374,
-0.0626358911395073,
-0.06046568974852562,
0.043562151491642,
-0.032190680503845215,
-0.055738724768161774,
-0.023187613114714622,
-0.051115378737449646,
-0.04770006239414215,
-0.04129216820001602,
-0.040053579956293106,
0.038954611867666245,
0.04653869569301605,
-0.02497817762196064,
-0.04173087701201439,
-0.09681086242198944,
0.05503595247864723,
-0.02868082746863365,
0.04432648792862892,
-0.048263803124427795,
-0.04149061441421509,
0.029293246567249298,
-0.037231650203466415,
0.02093920297920704,
0.04610661417245865,
-0.03517927601933479,
-0.06506459414958954,
-0.047200124710798264,
-0.04546230286359787,
0.06962869316339493,
0.0363355316221714,
0.06683788448572159,
-0.029859254136681557,
0.0610211007297039,
-0.012545852921903133,
-0.0366930291056633,
0.07855404168367386,
0.08119253069162369,
0.021054545417428017,
0.0009616029565222561,
-0.04273424297571182,
-0.04705829918384552,
-0.06373143196105957,
-0.058884575963020325,
-0.051025912165641785,
0.03586955741047859,
0.005015456583350897,
-0.06572403013706207,
-0.08235780149698257,
-0.05323713272809982,
0.021098023280501366,
0.06673282384872437,
-0.06446076184511185,
-0.07953887432813644,
0.08467117697000504,
-0.018367258831858635,
0.05538134276866913,
0.029945572838187218,
0.024513177573680878,
-0.023483065888285637,
-0.009884919039905071,
0.09283769875764847,
-0.04123865067958832,
-0.03940850496292114,
-0.05662718787789345,
-0.043169572949409485,
0.044717270880937576,
-0.07409468293190002,
0.08383166044950485,
0.0679701715707779,
0.03424566611647606,
0.0464562363922596,
-0.03970472142100334,
0.031610384583473206,
-0.006585604511201382,
-0.048805367201566696,
0.021834954619407654,
0.026359910145401955,
-0.05743876472115517,
0.043566640466451645,
0.026981908828020096,
0.031910113990306854,
0.04301846772432327,
0.027505362406373024,
0.11978612840175629,
0.057753730565309525,
-0.06558090448379517,
-0.00518872682005167,
0.03828521817922592,
0.06370922923088074,
-0.04446917399764061,
0.043627068400382996,
-0.06501872092485428,
-0.048237524926662445,
-0.05049652233719826,
-0.08558279275894165,
-0.03197591379284859,
-0.09075310826301575,
0.01598697528243065,
0.06428331136703491,
-0.06637276709079742,
-0.031790100038051605,
0.038998525589704514,
0.004687669686973095,
0.06134665757417679,
-0.04253831133246422,
-0.051829371601343155,
0.010695448145270348,
-0.06290925294160843,
-0.05629293620586395,
-0.02547595277428627,
0.06591815501451492,
-0.07553224265575409,
-0.05706224590539932,
0.023043759167194366,
0.02522576041519642,
-0.09730862081050873,
0.014791734516620636,
-0.03862595185637474,
-0.03310151770710945,
0.051346857100725174,
-0.03609175980091095,
-0.030570145696401596,
0.031805042177438736,
0.07279417663812637,
-0.06426157802343369,
0.03673265129327774,
0.049229759722948074,
-0.07332286983728409,
0.06580354273319244,
-0.06584691256284714,
-0.04756246134638786,
0.06555233895778656,
0.06896768510341644,
-0.015710901468992233,
-0.011562291532754898,
0.04992842674255371,
0.04559587314724922,
0.06358937919139862,
0.06842325627803802,
-0.04047635942697525,
0.007657852955162525,
0.06145972013473511,
0.010561219416558743,
0.06287790089845657,
0.02520974539220333,
-0.02533167228102684,
0.002048284513875842,
-0.042167749255895615,
-0.08725891262292862,
-0.0636216551065445,
0.04111465811729431,
-0.02840479463338852,
-0.022494347766041756,
0.037371911108493805,
0.04153991490602493,
0.011714629828929901,
0.0567520409822464
] |
Share this post
Benchmarking VoteNet and 3DETR for detecting objects in point clouds
Photo by Arisa Chattasa on Unsplash
Most computer vision applications today work with ‘flat’ two-dimensional
images like the ones you find in this medium blogpost, to great success. The
world is not flat, however, and adding a third dimension promises to not only
increase performance but also make possible entirely new applications. With 3D
data becoming more and more widely available that time may very well be now.
Some smartphones now feature Lidar sensors (acronym for “light detection and
ranging”, sometimes called “laser scanning”) while other cameras use RGB-D
cameras (an RGB-D image is the combination of a standard RGB image with its
associated “depth map”) like Kinect or Intel RealSense. 3D data allows a rich
spatial representation of the sensor’s surroundings and has applications in
robotics, smart home devices, driverless cars, medical imaging and many other
industries.
| scraping/output/-8232651017417611530.txt | [
0.048334792256355286,
-0.00339133245870471,
-0.04162076115608215,
-0.06161906570196152,
0.02839444763958454,
-0.020332057029008865,
0.04273669794201851,
0.06408233940601349,
0.09073810279369354,
-0.028850628063082695,
0.05162506923079491,
0.0579373836517334,
0.02987385168671608,
-0.04059087112545967,
-0.0071405270136892796,
0.04121220111846924,
0.06219184771180153,
-0.03606249764561653,
-0.031747329980134964,
-0.0455067940056324,
0.03722098842263222,
0.02672373130917549,
-0.04533086344599724,
0.005861717276275158,
0.05937556177377701,
0.050648219883441925,
-0.04301484674215317,
-0.020810389891266823,
0.04762602224946022,
-0.04838961735367775,
-0.040562424808740616,
-0.04197094962000847,
0.07953852415084839,
-0.06857402622699738,
0.028479324653744698,
-0.0070779514499008656,
-0.04232924059033394,
-0.043870266526937485,
0.013682127930223942,
-0.07387902587652206,
-0.03181533142924309,
0.02858612686395645,
0.014691423624753952,
0.06733744591474533,
0.01378212682902813,
0.0423227995634079,
-0.011918359436094761,
0.05712465941905975,
-0.04312393069267273,
-0.04902397096157074,
-0.07561831921339035,
0.06697627156972885,
0.0026123987045139074,
0.02774289809167385,
0.029613062739372253,
-0.0616837814450264,
-0.0672997534275055,
-0.02443629503250122,
-0.0678582489490509,
0.08648288249969482,
0.05304814130067825,
-0.08129999786615372,
0.03346214070916176,
0.023231500759720802,
0.09739440679550171,
0.07982420921325684,
0.024499068036675453,
0.014836058020591736,
-0.080034539103508,
-0.04765268415212631,
-0.05069322884082794,
0.047855865210294724,
0.039502933621406555,
-0.046397604048252106,
0.023201944306492805,
0.03626410663127899,
0.0076342979446053505,
-0.020281484350562096,
0.017312129959464073,
-0.028309684246778488,
-0.038923315703868866,
-0.03556923195719719,
-0.048448435962200165,
0.055819105356931686,
-0.03631636127829552,
0.04434023052453995,
0.10012305527925491,
-0.08835288882255554,
0.04870111122727394,
-0.04206205531954765,
-0.015950702130794525,
0.047796621918678284,
-0.07964445650577545,
-0.0716143324971199,
-0.07729440182447433,
-0.07045644521713257,
-0.05534713715314865,
0.06565795093774796,
0.037890512496232986,
-0.06520320475101471,
0.06043383106589317,
-0.03246505558490753,
0.021077852696180344,
-0.011581696569919586,
-0.024950198829174042,
0.05677996948361397,
0.02872219681739807,
-0.047630198299884796,
0.03216459974646568,
-0.03284003585577011,
-0.03263089433312416,
0.042867839336395264,
0.07043495029211044,
0.05459843575954437,
-0.06946626305580139,
-0.06617989391088486,
-0.025146344676613808,
-0.09018766134977341,
0.005251205526292324,
-0.007922527380287647,
0.07585867494344711,
-0.03820173814892769,
-0.0609007254242897,
-0.07793319225311279,
0.008832786232233047,
-0.05334864556789398,
-0.005469812545925379,
0.017268424853682518,
0.05490085482597351,
0.012563501484692097,
0.043001122772693634,
0.0645519345998764,
0.0364014208316803,
0.07289616018533707,
0.03042570874094963,
0.0982351303100586,
-0.06845907866954803,
-0.0025934744626283646,
-0.02688024938106537,
-0.0501449778676033,
-0.008342666551470757,
0.10508542507886887,
-0.025425534695386887,
0.07233679294586182,
0.12020779401063919,
0.04883436858654022,
0.04943528771400452,
-0.04411282390356064,
0.05996188148856163,
0.021038861945271492,
0.06817249953746796,
-0.01939486712217331,
0.0408603735268116,
0.06528855860233307,
0.057194799184799194,
-0.04163406044244766,
-0.05783386528491974,
-0.04308479651808739,
0.03291059285402298,
0.05233876779675484,
-0.07123710960149765,
-0.028360730037093163,
-0.07495369017124176,
-0.02630084566771984,
-0.042930521070957184,
-0.019811011850833893,
0.033594898879528046,
0.07769105583429337,
-0.028976941481232643,
-0.06516294926404953,
-0.09152083098888397,
0.0456521175801754,
-0.05972384288907051,
0.03920474275946617,
-0.0017894512275233865,
0.052814044058322906,
-0.06754487007856369,
0.04751257970929146,
0.04071124643087387,
0.029063979163765907,
-0.05563390627503395,
0.0014769089175388217,
-0.08631627261638641,
-0.07236691564321518,
-0.059685055166482925,
-0.0641666054725647,
-0.03557056933641434,
0.03290306031703949,
0.03185778483748436,
-0.04141761362552643,
-0.007653146516531706,
0.05154391750693321,
-0.05731884762644768,
-0.03894108533859253,
-0.0908157080411911,
0.027742864564061165,
-0.00350716314278543,
0.057645782828330994,
0.060900043696165085,
0.0405183881521225,
-0.012208733707666397,
-0.0503578744828701,
-0.010138665325939655,
0.04970374330878258,
0.05419284477829933,
-0.0306252334266901,
0.000005033294200984528,
0.06959061324596405,
-0.046245645731687546,
0.03144753351807594,
0.05705476924777031,
-0.054642993956804276,
-0.0440402589738369,
0.05653153732419014,
0.0022475558798760176,
-0.01125582680106163,
0.0028509199619293213,
0.06319951266050339,
-0.03956422954797745,
0.024391591548919678,
0.05914157256484032,
-0.049498289823532104,
0.051365286111831665,
-0.09910847991704941,
-0.011481964029371738,
0.03542998805642128,
0.08013591915369034,
-0.07614586502313614,
-0.0427716039121151,
0.039510488510131836,
-0.02116355113685131,
-0.05176001042127609,
-0.02688368409872055,
-0.06288554519414902,
-0.04574108123779297,
-0.04070885479450226,
-0.04601546376943588,
0.04093840718269348,
0.048593129962682724,
-0.014850684441626072,
-0.04286229982972145,
-0.07136491686105728,
0.057854633778333664,
-0.05187639966607094,
0.048756085336208344,
-0.057837095111608505,
-0.007723867427557707,
0.05226295441389084,
-0.037540778517723083,
-0.006534856278449297,
0.035014692693948746,
-0.03297580033540726,
-0.061382971704006195,
-0.026299655437469482,
-0.025838561356067657,
0.0846799910068512,
0.0322810634970665,
0.06080504506826401,
0.009232494048774242,
0.060291558504104614,
0.035626813769340515,
-0.03234438970685005,
0.057991400361061096,
0.07424622774124146,
0.013689737766981125,
-0.0266119372099638,
-0.03453775867819786,
-0.06984367221593857,
-0.03556806221604347,
-0.031690798699855804,
-0.08636749535799026,
0.04944837838411331,
-0.003512803465127945,
-0.07061479985713959,
-0.09872856736183167,
-0.06997397541999817,
0.06857340782880783,
0.060497481375932693,
-0.04017746448516846,
-0.08527333289384842,
0.09354367852210999,
-0.00412690918892622,
0.01779860258102417,
0.024516796693205833,
0.05749918892979622,
-0.03602488338947296,
0.0007910557906143367,
0.07220913469791412,
-0.03811587393283844,
-0.05289755389094353,
-0.05342404544353485,
-0.05168991535902023,
0.06512176245450974,
-0.04883421212434769,
0.07906830310821533,
0.06998813897371292,
0.019262613728642464,
0.060949426144361496,
-0.026691047474741936,
0.04427682235836983,
-0.015723908320069313,
-0.04936188831925392,
0.0063357227481901646,
0.03642093390226364,
-0.05255890637636185,
0.07845417410135269,
0.034514639526605606,
0.009781883098185062,
0.05980950966477394,
0.004084969870746136,
0.07423608750104904,
0.0631786361336708,
-0.05858456715941429,
0.006759699899703264,
0.04397322237491608,
0.06804168224334717,
-0.021378573030233383,
0.029991162940859795,
-0.08446221053600311,
-0.05772469937801361,
-0.06410837173461914,
-0.0763097032904625,
-0.03330299258232117,
-0.11112670600414276,
0.04382859915494919,
0.07590855658054352,
-0.07462911307811737,
0.016700999811291695,
0.029216593131422997,
0.0046081640757620335,
0.05396804213523865,
-0.02087569795548916,
-0.013471710495650768,
0.0106786098331213,
-0.02890637144446373,
-0.06966648250818253,
0.00670012179762125,
0.03408859670162201,
-0.06166601926088333,
-0.011386760510504246,
0.005789798218756914,
0.04484656825661659,
-0.07512420415878296,
0.033026907593011856,
-0.07845652848482132,
-0.05367436632514,
0.06192080304026604,
-0.06304872035980225,
-0.049665454775094986,
0.006586545612663031,
0.0954846665263176,
-0.063839852809906,
0.02812356874346733,
0.0385705940425396,
-0.07509028911590576,
0.03760090842843056,
-0.05330923944711685,
-0.04445250704884529,
0.0706409364938736,
0.05797671154141426,
-0.03026348538696766,
-0.023251712322235107,
0.0689314529299736,
0.05372264236211777,
0.06247005611658096,
0.07604498416185379,
-0.014851843938231468,
0.01543615572154522,
0.06909272074699402,
0.008775525726377964,
0.0941864624619484,
0.010808372870087624,
-0.016807615756988525,
-0.0016594048356637359,
-0.03760628029704094,
-0.04986700043082237,
-0.08363872766494751,
0.03656952083110809,
-0.05658241733908653,
-0.03873366117477417,
0.022683274000883102,
0.028372885659337044,
0.01386213582009077,
0.03183355554938316
] |
In this blogpost, we explore Meta (Facebook)’s 3DETR and its predecessor
Votenet which present a clever approach to recognizing objects in a 3D point
cloud of a scene (see [1], [2] and [3] for the research articles). These
methods go beyond existing methods in that they fully account for available
depth information without increasing compute cost in a prohibitive manner. The
models’ objective is to use point clouds (preprocessed from RGB-D images) and
estimate oriented 3D bounding boxes as well as semantic classes of objects.
Depth map from Kinect sensor
### 3D data | scraping/output/-8232651017417611530.txt | [
0.04796304181218147,
-0.011406274512410164,
-0.05215105041861534,
-0.0657944306731224,
0.02318773977458477,
-0.022869955748319626,
0.0632828027009964,
0.023540344089269638,
0.04826897755265236,
-0.03952774778008461,
0.03615488111972809,
0.016210073605179787,
0.028972703963518143,
-0.05333765223622322,
-0.009251763112843037,
0.04507909715175629,
0.08140815049409866,
-0.02307526208460331,
-0.0889977291226387,
-0.057550881057977676,
0.05393979698419571,
0.011460551992058754,
-0.03321801498532295,
0.0025958402547985315,
0.04459020495414734,
0.04988791421055794,
-0.057156164199113846,
0.0008069814066402614,
0.05665939673781395,
-0.06671418249607086,
-0.0318387895822525,
-0.028850514441728592,
0.039233800023794174,
-0.07453581690788269,
0.04754755273461342,
0.008947614580392838,
-0.049905166029930115,
-0.03814670816063881,
0.031235063448548317,
-0.08726876974105835,
-0.060056839138269424,
0.028100352734327316,
0.03853650018572807,
0.07543566077947617,
0.06314703822135925,
0.040266264230012894,
0.03457726538181305,
0.013625409454107285,
-0.04404715448617935,
-0.06462607532739639,
-0.06642263382673264,
0.044537875801324844,
-0.004739090334624052,
0.0188446082174778,
0.024939971044659615,
-0.038329873234033585,
-0.009707700461149216,
-0.024786198511719704,
-0.0364345908164978,
0.057449668645858765,
0.02531280182301998,
-0.066843181848526,
0.0012615203158929944,
-0.01928853988647461,
0.09686638414859772,
0.0683872178196907,
0.030312256887555122,
0.011797608807682991,
-0.05275988206267357,
-0.04218827560544014,
-0.024267718195915222,
0.03888200968503952,
0.00983669888228178,
-0.03219889476895332,
0.05313539505004883,
0.030152728781104088,
0.020902985706925392,
0.0016535826725885272,
0.023394959047436714,
-0.054962825030088425,
-0.05457645654678345,
-0.021604182198643684,
-0.03321385756134987,
0.09021763503551483,
-0.013297985307872295,
0.056018538773059845,
0.07788821309804916,
-0.04096219316124916,
0.07672800868749619,
-0.05815185233950615,
0.022869199514389038,
0.07040242850780487,
-0.07007338106632233,
-0.07504862546920776,
-0.09443565458059311,
-0.0584360733628273,
-0.060205597430467606,
0.05180579423904419,
0.03337051346898079,
-0.016645357012748718,
0.06858687102794647,
-0.04768427461385727,
0.021340439096093178,
-0.022612985223531723,
-0.05106458440423012,
0.037821173667907715,
0.0011063949204981327,
-0.06552524864673615,
0.05448075383901596,
-0.05147692933678627,
-0.030969984829425812,
0.043403301388025284,
0.09516851603984833,
0.03915725275874138,
-0.06047430261969566,
-0.057946763932704926,
0.007837789133191109,
-0.08112253993749619,
-0.006520100869238377,
-0.04355799779295921,
0.08495841175317764,
-0.03007623180747032,
-0.056695420295000076,
-0.06746413558721542,
-0.02019469626247883,
-0.04399704933166504,
-0.010769135318696499,
0.02016505040228367,
0.07164479792118073,
0.030281228944659233,
0.044736579060554504,
0.054948292672634125,
0.0813027173280716,
0.09354623407125473,
0.06582307070493698,
0.12034866958856583,
-0.06542039662599564,
0.010637065395712852,
-0.007928244769573212,
-0.03447090834379196,
-0.020615657791495323,
0.04260803014039993,
-0.040366943925619125,
0.05449444800615311,
0.09393632411956787,
0.052507322281599045,
0.050909820944070816,
-0.05565199628472328,
0.06097869947552681,
0.03075922094285488,
0.058576054871082306,
-0.03909449279308319,
0.044866301119327545,
0.047578420490026474,
0.07815142720937729,
-0.05028971657156944,
-0.06754405051469803,
-0.07261835783720016,
0.03226412460207939,
0.07633858174085617,
-0.05353778600692749,
-0.037303682416677475,
-0.09337098896503448,
-0.015445888042449951,
-0.035142168402671814,
0.0004025556263513863,
0.021059909835457802,
0.058832623064517975,
-0.04279223456978798,
-0.041003890335559845,
-0.10619156807661057,
0.06139528751373291,
-0.055215127766132355,
0.035888344049453735,
0.022312799468636513,
0.04615900665521622,
-0.0725201740860939,
0.058587849140167236,
0.08072247356176376,
0.018673961982131004,
-0.046249378472566605,
0.015779506415128708,
-0.07581942528486252,
-0.07676619291305542,
-0.06028003990650177,
-0.05081087723374367,
-0.02698236145079136,
0.0348479300737381,
0.019743654876947403,
-0.07029565423727036,
-0.050801899284124374,
0.04383791610598564,
-0.029676536098122597,
-0.0664406418800354,
-0.08907019346952438,
0.04826997593045235,
-0.022831207141280174,
0.06948349624872208,
0.05346843972802162,
0.04530910402536392,
-0.023250460624694824,
-0.05647899582982063,
0.0013193762861192226,
0.04870765656232834,
0.05158577486872673,
-0.015056001022458076,
-0.02411375381052494,
0.05957648903131485,
-0.02345135807991028,
0.03592313081026077,
0.058058351278305054,
-0.07029770314693451,
-0.02153453789651394,
0.08063050359487534,
-0.01682872138917446,
-0.0009485150803811848,
-0.005928234662860632,
0.0745772197842598,
-0.07151715457439423,
0.041486240923404694,
0.01605718955397606,
-0.05534438043832779,
0.044478245079517365,
-0.046157073229551315,
-0.02634621039032936,
0.03884663060307503,
0.07688861340284348,
-0.0639432743191719,
-0.03511982038617134,
0.03772621601819992,
-0.011772283352911472,
-0.027777979150414467,
-0.046749528497457504,
-0.05969345569610596,
-0.024324186146259308,
-0.02719385176897049,
-0.07307113707065582,
0.0582820400595665,
0.010740976780653,
-0.024553492665290833,
-0.05197568237781525,
-0.12401097267866135,
0.035508837550878525,
-0.02049659937620163,
0.04634043946862221,
-0.037436313927173615,
-0.04503001272678375,
0.08721436560153961,
-0.05460170656442642,
0.00294966041110456,
0.04108782857656479,
-0.030328016728162766,
-0.09497619420289993,
-0.040105290710926056,
-0.013211837038397789,
0.0849391520023346,
0.021531686186790466,
0.06192915514111519,
-0.00665624812245369,
0.05661739408969879,
-0.026969339698553085,
-0.03251487761735916,
0.05026041343808174,
0.09407276660203934,
0.05908836051821709,
0.02344394288957119,
-0.024817584082484245,
-0.049030985683202744,
-0.02333996817469597,
-0.042522892355918884,
-0.03261973708868027,
0.02621101401746273,
-0.001070842263288796,
-0.053105950355529785,
-0.0678025409579277,
-0.0792328491806984,
0.06732942909002304,
0.0434720441699028,
-0.06010814756155014,
-0.08436878025531769,
0.03692639246582985,
-0.007177093531936407,
0.04977540671825409,
0.03067683055996895,
0.04291405528783798,
-0.02942851185798645,
-0.011287052184343338,
0.0734320729970932,
-0.025920754298567772,
0.004889737814664841,
-0.09007660299539566,
-0.05155942961573601,
0.06976980715990067,
-0.040228553116321564,
0.05826229974627495,
0.07214107364416122,
0.017347969114780426,
0.045833684504032135,
-0.02719578891992569,
0.032112669199705124,
-0.015156403183937073,
-0.06465566158294678,
-0.022033607587218285,
0.030046623200178146,
-0.05502953380346298,
0.062093786895275116,
0.011994295753538609,
0.032744258642196655,
0.081930972635746,
0.0021846978925168514,
0.08725482225418091,
0.056008171290159225,
-0.06536304205656052,
0.04172847792506218,
0.023826055228710175,
0.10100981593132019,
-0.035446636378765106,
-0.014750683680176735,
-0.09932702034711838,
-0.03364643454551697,
-0.07047095149755478,
-0.09290909767150879,
-0.010133406147360802,
-0.07390665262937546,
0.01527098473161459,
0.047566089779138565,
-0.07245289534330368,
0.006619506049901247,
0.04539068788290024,
0.004811148624867201,
0.021269863471388817,
-0.022905971854925156,
-0.03436681628227234,
0.000010055015081888996,
-0.06336900591850281,
-0.08397182077169418,
-0.020483558997511864,
0.08096414059400558,
-0.06534069031476974,
-0.053865257650613785,
0.005167807452380657,
0.01784856803715229,
-0.07644969969987869,
0.008874482475221157,
-0.029514824971556664,
-0.034191377460956573,
0.05321642383933067,
-0.04357387125492096,
-0.03158121928572655,
0.04222092777490616,
0.06587769836187363,
-0.10899586230516434,
0.01791476085782051,
0.042074497789144516,
-0.07729721069335938,
0.04104609414935112,
-0.05977632477879524,
-0.04385087266564369,
0.059324007481336594,
0.07772082835435867,
0.006116348784416914,
-0.0009910229127854109,
0.0803617313504219,
0.0730886459350586,
0.07800031453371048,
0.06503277271986008,
-0.022849250584840775,
0.007292793598026037,
0.027552606537938118,
0.0033059525303542614,
0.04151924327015877,
0.01920313388109207,
-0.025244828313589096,
0.00422990508377552,
-0.04802534729242325,
-0.04156645014882088,
-0.0481475368142128,
0.031222883611917496,
-0.06964395940303802,
-0.01757296547293663,
0.03472452238202095,
0.026086581870913506,
0.052310459315776825,
0.05990001931786537
] |
Depth map from Kinect sensor
### 3D data
Several formats are available for 3D data: RGB-D images, polygon meshes,
voxels and point clouds. A point cloud is simply an unordered set of
coordinate triplets (x, y, z). This format has become very popular as it
preserves all the original 3D information and does not use any discretization
or 2D projection. Fundamentally, 2D based methods cannot provide accurate 3D
position information which is problematic for many critical applications like
robotics and autonomous driving.
Hence applying machine learning techniques directly to point cloud inputs is
very appealing: it avoids geometric information loss that occurs when 2D
projections or voxelizations are performed. Thanks to the rich feature
representations inherent in 3D data, deep learning on point clouds has
attracted a lot of interest over the past few years. | scraping/output/-8232651017417611530.txt | [
0.05392014980316162,
-0.02765817567706108,
-0.013091400265693665,
-0.0598742738366127,
0.042353950440883636,
-0.022153660655021667,
0.06781089305877686,
0.029422534629702568,
0.07906574755907059,
-0.05981846898794174,
0.06366880238056183,
0.009440319612622261,
0.06090051680803299,
-0.03292268514633179,
-0.027611803263425827,
0.059442900121212006,
0.04880794510245323,
-0.0014674257254227996,
-0.05012083798646927,
0.00483231246471405,
0.036821238696575165,
-0.0011921244440600276,
-0.044579990208148956,
0.011894743889570236,
0.04618311673402786,
0.041760314255952835,
-0.041296910494565964,
-0.02158779464662075,
0.05174382030963898,
-0.07866436243057251,
-0.0471322238445282,
-0.0161549374461174,
0.07614705711603165,
-0.041715107858181,
0.04445764049887657,
0.01953950710594654,
-0.07189717143774033,
-0.05060987174510956,
0.01771427132189274,
-0.044155020266771317,
-0.030910227447748184,
0.021907523274421692,
0.05950401350855827,
0.06346655637025833,
0.05259757116436958,
0.023087982088327408,
-0.013503137975931168,
0.026331553235650063,
-0.01517275907099247,
-0.04473423957824707,
-0.03665895015001297,
0.04380899295210838,
0.017297403886914253,
0.04444800689816475,
0.014033139683306217,
-0.048695072531700134,
-0.06501644104719162,
-0.019167060032486916,
-0.06144704669713974,
0.056109875440597534,
0.031480610370635986,
-0.07564908266067505,
0.04611852020025253,
-0.011420962400734425,
0.09072791039943695,
0.09123160690069199,
0.0199496578425169,
0.015289868228137493,
-0.07027601450681686,
-0.04660429060459137,
-0.03191522881388664,
0.032024845480918884,
-0.01641090400516987,
-0.06035380810499191,
0.014127514325082302,
0.018176710233092308,
0.028123239055275917,
-0.03138161078095436,
0.04931730404496193,
-0.016599390655755997,
-0.06916334480047226,
-0.005797145422548056,
-0.03951258212327957,
0.07825291156768799,
-0.03008347563445568,
0.08467654138803482,
0.08085068315267563,
-0.0836373046040535,
0.06011803820729256,
-0.07120537012815475,
0.03456031531095505,
0.026253458112478256,
-0.0733272135257721,
-0.06486433744430542,
-0.07101825624704361,
-0.06332343071699142,
-0.08478756994009018,
0.06624195724725723,
0.07721619307994843,
-0.03284056857228279,
0.06292670220136642,
-0.006479213014245033,
0.05192815884947777,
-0.04887563735246658,
-0.02128109522163868,
0.06867045909166336,
0.06454034894704819,
-0.08780047297477722,
0.025804633274674416,
-0.06411164999008179,
-0.04704268276691437,
0.034556347876787186,
0.06668271124362946,
0.055640384554862976,
-0.08450888097286224,
-0.06555712968111038,
0.020457644015550613,
-0.05238540843129158,
0.0012718115467578173,
-0.036711953580379486,
0.05293253809213638,
-0.027204733341932297,
-0.05967846140265465,
-0.06676701456308365,
-0.025438528507947922,
-0.023953597992658615,
-0.018985804170370102,
0.02287454903125763,
0.04761005938053131,
0.04417204484343529,
0.057101573795080185,
0.05834128335118294,
0.03587612509727478,
0.08372542262077332,
0.05474439263343811,
0.11912240087985992,
-0.06594137102365494,
0.005014568101614714,
-0.035725489258766174,
-0.02576129510998726,
-0.03479958325624466,
0.060857776552438736,
-0.03772760555148125,
0.03173387795686722,
0.09941529482603073,
0.03783155232667923,
0.05842842534184456,
-0.07127051055431366,
0.045807451009750366,
0.013343816623091698,
0.06398438662290573,
-0.004541359841823578,
0.0653986930847168,
-0.00854713749140501,
0.06835658848285675,
-0.02880687266588211,
-0.06750240176916122,
-0.06156449764966965,
0.05957040935754776,
0.0721285343170166,
-0.061984360218048096,
-0.017126601189374924,
-0.07601170241832733,
-0.028040815144777298,
-0.05051438510417938,
-0.02219058759510517,
0.03564560040831566,
0.0465901717543602,
-0.07783958315849304,
-0.025975467637181282,
-0.08879956603050232,
0.0034214367624372244,
-0.05419919267296791,
0.0026752259582281113,
-0.01520508248358965,
0.03451908752322197,
-0.027547281235456467,
0.021003104746341705,
0.07001655548810959,
0.03371825069189072,
-0.024087965488433838,
0.016607945784926414,
-0.09102118760347366,
-0.06621545553207397,
-0.05262535437941551,
-0.03880779445171356,
-0.053022563457489014,
0.026977816596627235,
-0.0006156783783808351,
-0.05887109413743019,
-0.0335250087082386,
0.014022407121956348,
-0.05227746441960335,
-0.043640099465847015,
-0.07765137404203415,
0.019312651827931404,
-0.0202400553971529,
0.06651047617197037,
0.029720718041062355,
0.03095320798456669,
-0.005253191571682692,
-0.060340967029333115,
0.036193691194057465,
0.06019352003931999,
0.019930027425289154,
0.005925448145717382,
-0.006641548126935959,
0.09666697680950165,
-0.02065780945122242,
0.03326869010925293,
0.08200127631425858,
-0.05440102890133858,
-0.05476463958621025,
0.02837519533932209,
-0.02694777026772499,
-0.013060280121862888,
-0.0004220511473249644,
0.058346930891275406,
-0.04841560125350952,
0.03386947140097618,
0.05310473591089249,
-0.04649097099900246,
0.0705164298415184,
-0.0657857358455658,
-0.014416685327887535,
0.05573337525129318,
0.05605905503034592,
-0.0860837772488594,
-0.04595806449651718,
0.047402918338775635,
-0.03349051997065544,
0.002588978037238121,
-0.049309756606817245,
-0.05998766049742699,
-0.06019047647714615,
-0.04265999794006348,
-0.06664568930864334,
0.021883118897676468,
0.04131236672401428,
-0.0008127249893732369,
-0.0352458693087101,
-0.0884932354092598,
0.041441891342401505,
-0.02212681993842125,
0.09136740118265152,
-0.0313691683113575,
-0.030978742986917496,
0.054581671953201294,
-0.008603067137300968,
0.016316328197717667,
0.012066170573234558,
-0.032602109014987946,
-0.08352603763341904,
-0.06366206705570221,
-0.011193748563528061,
0.12286491692066193,
0.056255657225847244,
0.04650421813130379,
0.0001107870921259746,
0.051110897213220596,
-0.0006602047360502183,
-0.02690971828997135,
0.08899398148059845,
0.060777515172958374,
0.024094050750136375,
-0.03969313204288483,
-0.025112517178058624,
-0.07070757448673248,
-0.020188014954328537,
-0.03256664052605629,
-0.05195383355021477,
0.012671942822635174,
-0.0137873450294137,
-0.04053063690662384,
-0.09162134677171707,
-0.09528489410877228,
0.07916075736284256,
0.059858787804841995,
-0.057896628975868225,
-0.05489617586135864,
0.042820364236831665,
-0.015208832919597626,
0.034087639302015305,
0.04136313125491142,
0.029675420373678207,
-0.03071969375014305,
0.009588301181793213,
0.05708562955260277,
-0.048509690910577774,
-0.025155136361718178,
-0.08491687476634979,
-0.06850709766149521,
0.06573214381933212,
-0.02919977344572544,
0.10656633973121643,
0.06268522888422012,
0.02784796617925167,
0.05216249078512192,
-0.0684676542878151,
0.045199133455753326,
-0.010585853829979897,
-0.05441872030496597,
-0.006008195225149393,
0.06820784509181976,
-0.08577075600624084,
0.05271349474787712,
0.020612159743905067,
0.03742321580648422,
0.06426379084587097,
0.003526212414726615,
0.07409657537937164,
0.05731203779578209,
-0.06892932206392288,
-0.0315200574696064,
0.06855719536542892,
0.07594235241413116,
-0.028854019939899445,
0.0337679460644722,
-0.10012128949165344,
-0.058901991695165634,
-0.0662827342748642,
-0.10032960772514343,
-0.00405588373541832,
-0.06249064952135086,
0.018870193511247635,
0.0616333931684494,
-0.06409496068954468,
0.04270230978727341,
0.037452489137649536,
-0.0038197976537048817,
0.04298216104507446,
-0.019161436706781387,
-0.01023262832313776,
-0.01043932419270277,
-0.08352560549974442,
-0.0628201887011528,
0.01649056188762188,
0.07453738152980804,
-0.08925332129001617,
-0.04198034852743149,
0.001923614414408803,
0.0031131140422075987,
-0.0815451443195343,
0.014114094898104668,
-0.07642971724271774,
-0.06784045696258545,
0.05431848019361496,
-0.03188466280698776,
-0.02525443769991398,
0.024376649409532547,
0.08008211851119995,
-0.06371812522411346,
0.010005063377320766,
0.06413969397544861,
-0.08000759035348892,
0.0758245587348938,
-0.01659022830426693,
-0.06933717429637909,
0.043680597096681595,
0.034912608563899994,
-0.03205358609557152,
-0.011176352389156818,
0.04598911479115486,
0.058331046253442764,
0.05013446509838104,
0.06147544085979462,
0.0016232030466198921,
0.03390524908900261,
0.04174763709306717,
-0.05012330040335655,
0.08208360522985458,
0.050434261560440063,
-0.05200027674436569,
0.007565670181065798,
-0.016576241701841354,
-0.03280098736286163,
-0.03356252983212471,
0.04254656285047531,
-0.05768689885735512,
-0.03924184665083885,
0.022507444024086,
0.03426889330148697,
0.037684086710214615,
0.026302726939320564
] |
There are challenges however. The input’s high dimensionality and unstructured
nature as well as the small size of available datasets and their levels of
noise poses difficulties. Moreover, point clouds are by nature occluded and
sparse: some parts of the 3D objects are simply hidden to the sensor or the
signal can be missed or blocked. Furthermore, point clouds are by nature
irregular, making 3D convolution very different from the 2D case.
To carry out our tests we chose the SUN RGB-D dataset. It includes 10,335
RGB-D images of indoor scenes (bedrooms, furniture stores, offices,
classrooms, bathrooms, labs, conference rooms, …). These scenes have been
annotated with 64,595 oriented 3D bounding boxes around 37 types of objects
including chairs, desks, pillows, sofas, … (see [4], [5], [6] and [7] for
details on the various sources of the dataset and the methodologies used to
create it).
### Data preprocessing | scraping/output/-8232651017417611530.txt | [
0.06884893774986267,
-0.02603464014828205,
-0.053201932460069656,
-0.05803363397717476,
0.06274306029081345,
-0.029248172417283058,
0.0733041763305664,
0.047733571380376816,
0.10635413229465485,
-0.04060545936226845,
0.012561965733766556,
0.05025942623615265,
0.03467775881290436,
-0.06012200936675072,
0.015711132436990738,
0.04311753436923027,
0.03136790171265602,
-0.0271240696310997,
-0.04515858367085457,
-0.02611701563000679,
0.03447370603680611,
-0.01196711603552103,
-0.049973420798778534,
0.03549482673406601,
0.029581360518932343,
0.025997184216976166,
-0.06108251214027405,
-0.014277203008532524,
0.024820689111948013,
-0.10019870102405548,
-0.06539979577064514,
-0.025021033361554146,
0.07627362012863159,
-0.04616978019475937,
0.0733913853764534,
-0.009910204447805882,
-0.06391378492116928,
-0.04532133787870407,
0.03524674102663994,
-0.07476318627595901,
-0.03271610289812088,
0.03575540706515312,
-0.007331783417612314,
0.08227524906396866,
0.029788440093398094,
0.08684418350458145,
0.006335435900837183,
0.031672216951847076,
-0.07205282151699066,
-0.02959982119500637,
-0.04502880573272705,
0.06513781100511551,
0.018752912059426308,
0.0215600673109293,
-0.0091448575258255,
-0.0810263603925705,
-0.06537456810474396,
0.0010397870792075992,
-0.07430397719144821,
0.09578468650579453,
0.04940566420555115,
-0.09962555766105652,
0.00680854357779026,
0.03345983102917671,
0.09371132403612137,
0.0886598750948906,
0.0041807652451097965,
0.02785920538008213,
-0.08493200689554214,
-0.04455123469233513,
-0.0351661778986454,
0.013547088019549847,
0.021556522697210312,
-0.04689138010144234,
0.03830626979470253,
0.008919774554669857,
0.03188101947307587,
-0.029363706707954407,
0.0478634275496006,
-0.05221831798553467,
-0.0008867542492225766,
-0.03206038102507591,
-0.06708535552024841,
0.065884530544281,
-0.029396984726190567,
0.03904959186911583,
0.06730480492115021,
-0.08559486269950867,
0.039225541055202484,
-0.049642398953437805,
0.013684303499758244,
0.03287268057465553,
-0.06821434199810028,
-0.051440611481666565,
-0.05724053829908371,
-0.0640002116560936,
-0.07925806194543839,
0.05135609954595566,
0.0770643800497055,
-0.020864196121692657,
0.04884254187345505,
-0.0007038837647996843,
0.057660892605781555,
-0.039305660873651505,
-0.041804779320955276,
0.026602957397699356,
0.08149795234203339,
-0.02307148277759552,
0.038583677262067795,
-0.013212993741035461,
-0.033005040138959885,
0.03451341390609741,
0.06369006633758545,
0.031134581193327904,
-0.029485074803233147,
-0.04851902648806572,
-0.0037931506521999836,
-0.06017475947737694,
0.01721181534230709,
-0.0004567229188978672,
0.06836187839508057,
-0.05874078720808029,
-0.07825643569231033,
-0.05546979233622551,
-0.011310079135000706,
-0.0071523794904351234,
0.01311782281845808,
0.03870321065187454,
0.07148963212966919,
0.026864929124712944,
0.05482914671301842,
0.06971610337495804,
0.04739297181367874,
0.07425006479024887,
0.059599414467811584,
0.10135287791490555,
-0.04508085921406746,
0.021558422595262527,
-0.0408233180642128,
-0.03074510768055916,
-0.027370871976017952,
0.0623553991317749,
0.005736223421990871,
0.04175790399312973,
0.09071295708417892,
0.05636126548051834,
0.06678757071495056,
-0.07406418025493622,
0.03586218133568764,
0.011690037325024605,
0.07788705080747604,
-0.01769072562456131,
0.05317751690745354,
0.020982865244150162,
0.06649909913539886,
-0.03608627989888191,
-0.059973254799842834,
-0.059058353304862976,
0.04448802396655083,
0.0721893236041069,
-0.06637950241565704,
-0.033672526478767395,
-0.10292322188615799,
-0.0158414114266634,
-0.021946871653199196,
-0.024746466428041458,
0.012866073288023472,
0.057152844965457916,
-0.032134611159563065,
-0.07728514075279236,
-0.09518498927354813,
0.0508573092520237,
-0.010370849631726742,
0.06741137057542801,
-0.029339801520109177,
0.02225451171398163,
-0.03388674184679985,
0.040025245398283005,
0.07685044407844543,
0.03922565281391144,
-0.061662182211875916,
-0.00432617450132966,
-0.09373220056295395,
-0.07504606246948242,
-0.053916264325380325,
-0.059213023632764816,
-0.03490345925092697,
0.051878392696380615,
0.04686519876122475,
-0.019965238869190216,
-0.006671427749097347,
0.03662010282278061,
-0.051970917731523514,
-0.08109019696712494,
-0.01923801749944687,
0.05339394882321358,
-0.03869406506419182,
0.07994712889194489,
0.02936870977282524,
0.060137588530778885,
-0.014352389611303806,
-0.04212412238121033,
0.013151463121175766,
0.04850391671061516,
0.05374893546104431,
0.0022959073539823294,
-0.018887149170041084,
0.07043931633234024,
-0.027364635840058327,
0.06246183440089226,
0.048940159380435944,
-0.07081260532140732,
-0.04389481246471405,
0.03548272326588631,
-0.033806487917900085,
0.0013110330328345299,
-0.0034199997317045927,
0.0787607729434967,
-0.05829411745071411,
0.07199444621801376,
0.03091447800397873,
-0.016022754833102226,
0.04424433037638664,
-0.1064002588391304,
-0.033734019845724106,
0.06072355434298515,
0.08262773603200912,
-0.09250087291002274,
-0.021586619317531586,
0.030247239395976067,
-0.053040195256471634,
-0.021533479914069176,
-0.03340469300746918,
-0.057967815548181534,
-0.036290738731622696,
-0.036299433559179306,
-0.048143740743398666,
0.024890117347240448,
0.05109481140971184,
-0.033529218286275864,
-0.05386302247643471,
-0.07261236757040024,
0.038665059953927994,
-0.03436071053147316,
0.03948618099093437,
-0.05209900811314583,
-0.03551577404141426,
0.0627707690000534,
-0.009730271995067596,
0.015659037977457047,
0.03882746770977974,
-0.06907966732978821,
-0.07066173106431961,
-0.03997698798775673,
-0.025689251720905304,
0.05810089409351349,
0.06554087996482849,
0.08014979958534241,
0.006471356377005577,
0.09061488509178162,
0.010046823881566525,
-0.03545069321990013,
0.06069912388920784,
0.03264455497264862,
0.041100747883319855,
0.029727349057793617,
0.01473862212151289,
-0.05206699296832085,
-0.03721173107624054,
-0.0365397185087204,
-0.07068202644586563,
0.026661554351449013,
-0.010344468057155609,
-0.03766220808029175,
-0.08480927348136902,
-0.021321164444088936,
0.032810091972351074,
0.10334111750125885,
-0.03647585213184357,
-0.06597285717725754,
0.06432870775461197,
-0.049865175038576126,
0.04202841594815254,
0.0263235904276371,
0.029424719512462616,
-0.05603631213307381,
0.006231374107301235,
0.07751166075468063,
-0.004575797822326422,
-0.021316787227988243,
-0.04662201926112175,
-0.04244023934006691,
0.04872852936387062,
-0.039030298590660095,
0.050895221531391144,
0.043332722038030624,
0.015177004039287567,
0.026300771161913872,
-0.042132820934057236,
0.02269057370722294,
-0.03837025538086891,
-0.020261170342564583,
0.032475780695676804,
0.0624377466738224,
-0.06702480465173721,
0.030663568526506424,
-0.008682185783982277,
0.01756102405488491,
0.038304030895233154,
0.02396385744214058,
0.08027572929859161,
0.03526926785707474,
-0.07695946097373962,
-0.028143975883722305,
0.05936693772673607,
0.07254978269338608,
-0.03930879756808281,
-0.016153426840901375,
-0.11871310323476791,
-0.04703554883599281,
-0.07945234328508377,
-0.07747022807598114,
0.008816440589725971,
-0.06259304285049438,
0.021032916381955147,
0.05565712973475456,
-0.05212040990591049,
0.031250376254320145,
0.047936681658029556,
-0.006033499725162983,
0.02855166420340538,
-0.04613615199923515,
-0.08948292583227158,
0.054017070680856705,
-0.07139379531145096,
-0.05353332683444023,
0.00033298824564553797,
0.060957882553339005,
-0.10955238342285156,
-0.0495246984064579,
0.06429556012153625,
-0.018918197602033615,
-0.03829711675643921,
0.013620490208268166,
-0.04274550825357437,
-0.036248110234737396,
0.04053839296102524,
-0.030743708834052086,
-0.008707603439688683,
0.03539013862609863,
0.07897642999887466,
-0.08803103119134903,
0.04554042965173721,
0.03595438972115517,
-0.10699523240327835,
0.03739031031727791,
-0.03488221392035484,
-0.08098021894693375,
0.07613347470760345,
0.02449973300099373,
-0.034581590443849564,
-0.015985138714313507,
0.05657477676868439,
0.05116236209869385,
0.029149526730179787,
0.06894791126251221,
-0.02595054730772972,
0.018200809136033058,
0.04566538706421852,
-0.05065305531024933,
0.07850965857505798,
0.02837342768907547,
-0.051924485713243484,
0.0010424398351460695,
-0.047645486891269684,
-0.0958038792014122,
-0.029746200889348984,
0.02466055378317833,
-0.03735632076859474,
-0.02942272275686264,
0.008628900162875652,
0.043634723871946335,
0.0322759784758091,
0.03284323215484619
] |
### Data preprocessing
The conversion of RGB-D images to cloud points is done via a linear
transformation of 2D coordinates and depth values at given coordinates in the
image while taking into account intrinsic characteristics of the camera. Basic
trigonometric considerations lead to the mathematical formulation of this
linear transformation (see [8] for a more detailed explanation). The following
image illustrates the operation. The preprocessing can be done using Matlab
functions like in the Facebook team’s code (some code changes are necessary to
get it to work with the free version Octave, which significantly slows down
the preprocessing) or using the Open3D open-source library (see [9] for a link
to the library’s homepage).
From depth map to point cloud (image by yodayoda Inc. in [8])
### Pointnet++ and VoteNet | scraping/output/-8232651017417611530.txt | [
0.07126592099666595,
-0.015834655612707138,
-0.03854895755648613,
-0.07139957696199417,
0.05818238854408264,
-0.0044739097356796265,
0.05784964933991432,
0.03327423334121704,
0.07241372019052505,
-0.025308355689048767,
0.026555152609944344,
0.011851687915623188,
0.07450323551893234,
-0.04483099654316902,
-0.0032306055072695017,
0.04562244936823845,
0.07911374419927597,
-0.011964954435825348,
-0.06791776418685913,
-0.03496275097131729,
0.04373960569500923,
-0.04394783824682236,
-0.037520088255405426,
0.02549968659877777,
0.005212767515331507,
0.033133216202259064,
-0.03698289021849632,
-0.0015865275636315346,
0.09017422795295715,
-0.08122724294662476,
-0.06240507587790489,
-0.062208645045757294,
0.07078279554843903,
-0.027753284201025963,
0.03580331429839134,
0.014647605828940868,
-0.057747095823287964,
-0.019089357927441597,
0.053888045251369476,
-0.08370108902454376,
-0.012201790697872639,
0.029074445366859436,
0.04036908224225044,
0.027531329542398453,
0.025252986699342728,
0.03443099930882454,
-0.028246132656931877,
0.028381995856761932,
-0.019512446597218513,
-0.036313168704509735,
-0.04027824476361275,
0.031670648604631424,
0.02947181835770607,
0.019768744707107544,
0.020767521113157272,
-0.030526474118232727,
-0.04718228057026863,
-0.03508036583662033,
-0.03868178650736809,
0.09091866761445999,
0.04537596181035042,
-0.09505534917116165,
0.030957115814089775,
0.025107773020863533,
0.09893722832202911,
0.06856311112642288,
0.039705462753772736,
0.038088396191596985,
-0.0667906329035759,
-0.07641243934631348,
-0.022289270535111427,
0.03438029810786247,
-0.005060593131929636,
-0.08338000625371933,
0.04827871173620224,
0.01691870391368866,
0.031092237681150436,
-0.025110885500907898,
0.007300246972590685,
-0.04711264371871948,
-0.05338478460907936,
-0.08115943521261215,
-0.04173947125673294,
0.06277276575565338,
-0.06528099626302719,
0.018647029995918274,
0.0927862897515297,
-0.05365494638681412,
0.08012264221906662,
-0.05728431046009064,
0.013841384090483189,
0.04415293037891388,
-0.08881781995296478,
-0.042122982442379,
-0.07543554157018661,
-0.053349852561950684,
-0.04490223154425621,
0.0673992931842804,
0.04826704040169716,
-0.007066092453896999,
0.07571683824062347,
-0.011903532780706882,
0.05637432634830475,
-0.043703593313694,
-0.034392695873975754,
0.025254322215914726,
-0.014108024537563324,
-0.07838530093431473,
0.021749569103121758,
-0.019286902621388435,
-0.03797655552625656,
0.04356114938855171,
0.07027518004179001,
0.04148537293076515,
-0.06479011476039886,
-0.06617336720228195,
-0.012832539156079292,
-0.029932763427495956,
0.0314396470785141,
-0.07677710801362991,
0.08238684386014938,
-0.023915261030197144,
-0.05909356102347374,
-0.09266010671854019,
-0.04222230240702629,
-0.001727644819766283,
0.005649730563163757,
0.015657693147659302,
0.02668096497654915,
0.018336761742830276,
0.06101403012871742,
0.03479767590761185,
0.055051639676094055,
0.12765465676784515,
0.029305236414074898,
0.08558372408151627,
-0.07366123795509338,
0.007187000475823879,
-0.03098922409117222,
-0.03784429281949997,
-0.03374685347080231,
0.06842362135648727,
-0.036533158272504807,
0.04472707584500313,
0.05996480956673622,
0.05316408351063728,
0.08232526481151581,
-0.08638779819011688,
0.05447658523917198,
-0.0033895985689014196,
0.08355148136615753,
0.002715357579290867,
0.06378491967916489,
0.028558824211359024,
0.05746950954198837,
-0.059868570417165756,
-0.10136795043945312,
-0.05533314123749733,
0.04375780001282692,
0.05944664031267166,
-0.05794018134474754,
-0.017881197854876518,
-0.05472300574183464,
-0.0039055319502949715,
-0.030734704807400703,
-0.055743105709552765,
0.03227101266384125,
0.03603355586528778,
-0.018954940140247345,
-0.05967369303107262,
-0.08762761950492859,
0.05406546965241432,
-0.03379477560520172,
0.048114191740751266,
0.002395913703367114,
0.010381166823208332,
-0.04541252925992012,
0.06155327707529068,
0.04599339887499809,
0.030465668067336082,
-0.059663306921720505,
-0.021356061100959778,
-0.07933129370212555,
-0.04709556698799133,
-0.06003006920218468,
-0.03109617903828621,
-0.022756924852728844,
0.05522935464978218,
0.03651697188615799,
-0.04685039073228836,
0.011252718977630138,
0.022976981475949287,
-0.03867965191602707,
-0.07278338819742203,
-0.07941526919603348,
0.028734920546412468,
-0.010386793874204159,
0.05869564786553383,
0.023668073117733,
0.03602996841073036,
-0.014915892854332924,
-0.06714102625846863,
-0.039534006267786026,
0.05469673126935959,
0.02877694182097912,
0.01664116233587265,
-0.0023992659989744425,
0.07260827720165253,
-0.010362581349909306,
0.03259705752134323,
0.06656359881162643,
-0.053994569927453995,
-0.02325146645307541,
0.06738143414258957,
-0.003646902972832322,
-0.021094147115945816,
0.011051532812416553,
0.07189052551984787,
-0.04883095622062683,
0.07238627225160599,
-0.012258108705282211,
-0.004426160827279091,
0.05697925016283989,
-0.09795613586902618,
-0.059546783566474915,
0.07102898508310318,
0.049208901822566986,
-0.047800734639167786,
-0.04541046917438507,
0.023690588772296906,
-0.030355606228113174,
-0.010571521706879139,
-0.0363788865506649,
-0.08319157361984253,
-0.06073105335235596,
-0.011659781448543072,
-0.021411195397377014,
0.010787791572511196,
0.03626870736479759,
-0.03137381747364998,
-0.04063431918621063,
-0.11325519531965256,
0.022646283730864525,
-0.03706851229071617,
0.03727652132511139,
0.011974927969276905,
-0.02363220602273941,
0.04437893629074097,
-0.007875769399106503,
0.010623357258737087,
-0.0016076482133939862,
-0.04203728586435318,
-0.07102660834789276,
-0.006320899818092585,
-0.014403554610908031,
0.10381865501403809,
0.04879022762179375,
0.024230094626545906,
-0.02444673702120781,
0.044572994112968445,
-0.03869644179940224,
-0.007345493882894516,
0.11597824096679688,
0.08614915609359741,
0.025773072615265846,
-0.01506059244275093,
-0.0260690376162529,
-0.06839936971664429,
-0.026970544829964638,
-0.03793806955218315,
-0.09278203547000885,
-0.015613735653460026,
-0.005026319529861212,
-0.05664925277233124,
-0.0681905746459961,
-0.07190065085887909,
0.0672183558344841,
0.06787905097007751,
-0.009498764760792255,
-0.05230538919568062,
0.08364030718803406,
-0.03785398229956627,
0.06435750424861908,
0.04628843069076538,
0.05826656147837639,
-0.029012568295001984,
-0.007323083467781544,
0.08612234890460968,
-0.049648985266685486,
-0.025171929970383644,
-0.0912722647190094,
-0.05273273214697838,
0.06373820453882217,
-0.014260160736739635,
0.08332277089357376,
0.04735277593135834,
0.04858174920082092,
0.05159471929073334,
-0.049352746456861496,
0.0345783531665802,
-0.006947600748389959,
-0.039359770715236664,
0.01610409840941429,
0.07442767918109894,
-0.07540498673915863,
0.03835432231426239,
0.021592551842331886,
0.03628484904766083,
0.06845885515213013,
-0.0010034043807536364,
0.10591571778059006,
0.05249868705868721,
-0.07062672823667526,
0.0035885681863874197,
0.04008621722459793,
0.06065267324447632,
0.012425229884684086,
0.01594456098973751,
-0.10033479332923889,
-0.039873331785202026,
-0.03677427023649216,
-0.07480644434690475,
0.0020178549457341433,
-0.08760503679513931,
0.011699027381837368,
0.06125295162200928,
-0.0659523755311966,
-0.027297493070364,
0.041405849158763885,
-0.007851795293390751,
0.018271809443831444,
-0.00913657620549202,
-0.06273169815540314,
0.046040065586566925,
-0.0667046457529068,
-0.07151158154010773,
0.009400507435202599,
0.04954905062913895,
-0.10425212234258652,
-0.016490839421749115,
0.062289778143167496,
-0.004972424823790789,
-0.059237077832221985,
0.04420917108654976,
-0.07601974904537201,
-0.062126901000738144,
0.053038012236356735,
-0.019416840746998787,
-0.002448940183967352,
0.025444719940423965,
0.09876294434070587,
-0.07251066714525223,
0.011311632581055164,
0.03447148576378822,
-0.09257975965738297,
0.032579582184553146,
-0.04491329938173294,
-0.047773074358701706,
0.030378613620996475,
0.07827656716108322,
-0.022617705166339874,
0.0011189311044290662,
0.029750945046544075,
0.04586830362677574,
0.05189880356192589,
0.07164859771728516,
-0.009130764752626419,
0.01154866348952055,
0.024297144263982773,
-0.045023318380117416,
0.08792578428983688,
0.056142404675483704,
-0.06234069541096687,
-0.020601429045200348,
-0.04524262621998787,
-0.07800861448049545,
-0.037117622792720795,
0.033625442534685135,
-0.034371621906757355,
-0.05666130781173706,
0.04606414958834648,
0.04562242329120636,
0.028189219534397125,
0.045710526406764984
] |
From depth map to point cloud (image by yodayoda Inc. in [8])
### Pointnet++ and VoteNet
The first methodology VoteNet [1] uses Pointnet++ [3] as a backbone (both by
Charles R. Qi). Pointnet++ takes a point cloud as an input and outputs a
subset of the input cloud but each point has more features and is enriched
with context about local geometric patterns. This is similar to convolutional
neural networks except that the input cloud is subsampled in a data-dependent
way: the neighborhood around a particular point is defined by a metric
distance and the number of points in that neighborhood is variable. The
following image (extract from [3]) illustrates the Pointnet++ architecture. | scraping/output/-8232651017417611530.txt | [
0.0731821283698082,
-0.016597233712673187,
-0.022502420470118523,
-0.027009403333067894,
0.026879670098423958,
-0.026026975363492966,
0.06414265930652618,
0.03411061316728592,
0.07485947012901306,
-0.019770948216319084,
0.08702249825000763,
0.016817254945635796,
0.024903154000639915,
-0.0009607280371710658,
-0.026425309479236603,
0.04569622129201889,
0.0802612230181694,
-0.025408674031496048,
-0.06632579118013382,
-0.0604197159409523,
0.022061791270971298,
0.010428379289805889,
-0.06686078011989594,
0.010018093511462212,
0.020429588854312897,
0.018841393291950226,
-0.0467100627720356,
0.005378280766308308,
0.05454300716519356,
-0.06529600918292999,
-0.06250787526369095,
-0.06649408489465714,
0.06347489356994629,
-0.08190850168466568,
0.07492075860500336,
0.02628903090953827,
-0.041875455528497696,
-0.04390772804617882,
0.024595865979790688,
-0.07478015124797821,
-0.005642690695822239,
0.04123580455780029,
0.04747115448117256,
0.012816094793379307,
0.018017485737800598,
0.037928298115730286,
-0.024253807961940765,
0.014772694557905197,
-0.021016743034124374,
-0.03363562375307083,
-0.021877292543649673,
0.05869761109352112,
0.024305395781993866,
0.028552411124110222,
0.014675077982246876,
-0.06601428985595703,
-0.06989248842000961,
-0.028812291100621223,
-0.04114542156457901,
0.07654960453510284,
0.027080275118350983,
-0.057071372866630554,
0.024021679535508156,
0.01505435723811388,
0.10738807171583176,
0.05145682021975517,
0.03319636732339859,
0.033447861671447754,
-0.06985828280448914,
-0.03280213102698326,
-0.0839218944311142,
0.07506944239139557,
0.0014908858574926853,
-0.03361841291189194,
0.10252956300973892,
0.021948806941509247,
0.03014291077852249,
0.0002994738460984081,
0.005648182705044746,
-0.02049355022609234,
-0.05652227997779846,
-0.0491534061729908,
-0.001853601192124188,
0.04927438870072365,
-0.03380277007818222,
0.06412176787853241,
0.05658407136797905,
-0.07502295821905136,
0.05375281348824501,
-0.06210519000887871,
0.02059394307434559,
0.043154988437891006,
-0.09069696068763733,
-0.07833616435527802,
-0.06965659558773041,
-0.05466147139668465,
-0.03479347378015518,
0.06581659615039825,
0.013592126779258251,
-0.03984280675649643,
0.07485241442918777,
-0.026793964207172394,
0.05114248767495155,
-0.06253145635128021,
-0.08370692282915115,
0.06028179079294205,
0.013502547517418861,
-0.07730434834957123,
0.03559397906064987,
-0.06403417140245438,
-0.0044793011620640755,
0.08570480346679688,
0.06939932703971863,
0.02217957004904747,
-0.08178040385246277,
-0.06332413852214813,
-0.036136873066425323,
-0.029604855924844742,
0.017941512167453766,
-0.05102837458252907,
0.06062177196145058,
-0.005798575934022665,
-0.05401460453867912,
-0.060620661824941635,
-0.02893899194896221,
-0.045407485216856,
0.012584290467202663,
0.05934462323784828,
0.03411486744880676,
0.028639012947678566,
0.06564358621835709,
0.06111595034599304,
0.019669193774461746,
0.09168582409620285,
0.04595344513654709,
0.08643271774053574,
-0.024184100329875946,
-0.011708483099937439,
-0.006783625576645136,
-0.039409566670656204,
-0.034621212631464005,
0.023831939324736595,
-0.002572559518739581,
0.034854706376791,
0.0930512398481369,
0.048404548317193985,
0.0618610754609108,
-0.07754110544919968,
0.05048307403922081,
-0.004197419621050358,
0.0518423467874527,
-0.032715316861867905,
0.06558708846569061,
0.0027706201653927565,
0.055697012692689896,
-0.03329514339566231,
-0.11380011588335037,
-0.041315123438835144,
0.03454554080963135,
0.0959920808672905,
-0.07214140892028809,
-0.041730526834726334,
-0.057313233613967896,
-0.012010443955659866,
-0.0338282436132431,
-0.039049893617630005,
0.04073500260710716,
0.052088018506765366,
-0.02274329960346222,
-0.04166301712393761,
-0.08133470267057419,
0.02826210856437683,
-0.025787651538848877,
0.04754604771733284,
0.028494400903582573,
0.05112703517079353,
-0.07505356520414352,
0.006646981928497553,
0.05777764692902565,
0.04944600909948349,
-0.026731526479125023,
-0.014675168320536613,
-0.07822703570127487,
-0.05991513654589653,
-0.06854420155286789,
-0.029296403750777245,
-0.03040502592921257,
0.02006787247955799,
0.00795710552483797,
-0.038802385330200195,
0.010541729629039764,
0.032031018286943436,
-0.04527762904763222,
-0.014185245148837566,
-0.06398714333772659,
0.016078105196356773,
-0.005173160694539547,
0.05766134336590767,
0.002719903364777565,
0.04369566589593887,
-0.02634393237531185,
-0.07182805240154266,
-0.025383198633790016,
0.05834735184907913,
0.04220481961965561,
0.007521319668740034,
-0.05074848234653473,
0.05658954009413719,
-0.03333709016442299,
0.02994418330490589,
0.07215624302625656,
-0.06790997087955475,
-0.032001689076423645,
0.049565356224775314,
0.019272930920124054,
-0.022784849628806114,
-0.004279478453099728,
0.07448242604732513,
-0.03897035866975784,
0.05154157429933548,
0.00644928403198719,
-0.029300499707460403,
0.04001057520508766,
-0.0830589085817337,
-0.0863906517624855,
0.057698819786310196,
0.046062618494033813,
-0.06603501737117767,
-0.04819399490952492,
0.06832335889339447,
-0.05539551004767418,
-0.0193328894674778,
-0.02588276006281376,
-0.06334066390991211,
-0.087412990629673,
-0.03737131506204605,
-0.08234937489032745,
0.02969668246805668,
0.03316733241081238,
-0.014805586077272892,
-0.0051737139001488686,
-0.08316092193126678,
0.03188248351216316,
0.0014422390377148986,
0.044865310192108154,
-0.0607319213449955,
-0.018216010183095932,
0.029863351956009865,
-0.019726330414414406,
0.004732153378427029,
0.001529170200228691,
-0.05494343116879463,
-0.037695422768592834,
-0.03938208892941475,
-0.025570375844836235,
0.08913205564022064,
0.04953405633568764,
0.07693851739168167,
-0.01792900450527668,
0.053080301731824875,
-0.03001273423433304,
-0.02372238226234913,
0.0863155797123909,
0.050234854221343994,
0.04820757359266281,
-0.01501941867172718,
-0.016738800331950188,
-0.04773489385843277,
-0.018323024734854698,
-0.03703341260552406,
-0.05533613637089729,
0.021187521517276764,
-0.018578022718429565,
-0.0626683309674263,
-0.04747765138745308,
-0.06913956999778748,
0.058623988181352615,
0.06856946647167206,
-0.06933949887752533,
-0.049282487481832504,
0.06252936273813248,
-0.00496152276173234,
0.015456615947186947,
0.052880022674798965,
0.04101176559925079,
-0.04232201352715492,
-0.016065502539277077,
0.06748249381780624,
-0.0500531941652298,
-0.008560075424611568,
-0.09194067120552063,
-0.0987820252776146,
0.09558989852666855,
-0.048332903534173965,
0.08120117336511612,
0.05629126355051994,
0.047805510461330414,
0.05985027551651001,
-0.011023180559277534,
0.05121752992272377,
0.003496628487482667,
-0.08183013647794724,
0.030743097886443138,
0.04242357984185219,
-0.0601375438272953,
0.04064972326159477,
0.028006790205836296,
0.04974779486656189,
0.05518262833356857,
0.03289882093667984,
0.13358233869075775,
0.03629631549119949,
-0.09166878461837769,
0.035616401582956314,
0.0823856070637703,
0.12027222663164139,
-0.0417189747095108,
0.017642976716160774,
-0.10340370237827301,
-0.0343334935605526,
-0.07117971777915955,
-0.08553382009267807,
-0.010629798285663128,
-0.06730236113071442,
-0.0004529674188233912,
0.06606876850128174,
-0.07732892781496048,
0.010563031770288944,
0.057833753526210785,
0.004359786864370108,
0.038519587367773056,
-0.029314277693629265,
-0.06800413131713867,
0.03773340582847595,
-0.05265863239765167,
-0.06548056751489639,
0.0016978848725557327,
0.08644194155931473,
-0.09518308937549591,
-0.0658477395772934,
0.005659482441842556,
0.03299257904291153,
-0.07937465608119965,
-0.0011165159521624446,
-0.021336816251277924,
-0.05726844072341919,
0.02615775726735592,
-0.02035323716700077,
-0.023189932107925415,
0.017464589327573776,
0.10282033681869507,
-0.10187137871980667,
0.011299904435873032,
0.013397463597357273,
-0.05835907533764839,
0.06586126238107681,
-0.07821360975503922,
-0.043382950127124786,
0.06730461865663528,
0.04560798406600952,
0.01935618370771408,
-0.03229452297091484,
0.030913889408111572,
0.01661060005426407,
0.033795006573200226,
0.052157238125801086,
0.013051043264567852,
-0.011576627381145954,
0.05235348269343376,
-0.04007229581475258,
0.0762278139591217,
0.057947494089603424,
-0.04383104667067528,
-0.0065636965446174145,
-0.012513370253145695,
-0.007336784154176712,
0.010089188814163208,
0.00938325747847557,
-0.06678660959005356,
-0.031378280371427536,
0.03766259923577309,
0.06640484184026718,
0.03786920756101608,
0.04157768934965134
] |
The Pointnet layers on this image create abstractions of every local region
(defined by a fixed radius). Each local region is transformed into a vector
composed of its centroid and enriched features creating an abstract
representation of the neighborhood. In our particular case, the raw input
point cloud is made of a variable number (20,000 or 40,000) of triplets (x, y,
z), the output of the Pointnet++ backbone is a set of 1,024 points of
dimension 3+256. Each Pointnet layer in the backbone is simply a multilayer
perceptron (1 or 2 hidden layers each).
The VoteNet methodology for 3D object detection uses the output of Pointnet++
and applies “Deep Hough Voting”, a method which is illustrated by the
following image (extract from [1]). | scraping/output/-8232651017417611530.txt | [
0.08867619186639786,
-0.03389483690261841,
-0.03293854370713234,
-0.031841062009334564,
0.034445978701114655,
0.0012707903515547514,
0.06578664481639862,
0.058901119977235794,
0.06389132142066956,
-0.007252125535160303,
0.07562311738729477,
0.03691115602850914,
0.048894692212343216,
-0.059931278228759766,
-0.031903695315122604,
0.062065497040748596,
0.06832636147737503,
-0.02147701382637024,
-0.061396799981594086,
-0.057021595537662506,
0.03636378049850464,
0.0014408299466595054,
-0.052700892090797424,
0.03719574958086014,
0.0252371896058321,
0.043803974986076355,
-0.08544804900884628,
0.006248126272112131,
0.041615080088377,
-0.06436725705862045,
-0.01557920966297388,
-0.03060375154018402,
0.03965422883629799,
-0.028436513617634773,
0.06194328889250755,
0.030055731534957886,
-0.07204919308423996,
-0.030254069715738297,
0.023608781397342682,
-0.07329735159873962,
-0.018234312534332275,
0.008114764466881752,
0.021613482385873795,
0.02445806749165058,
0.034630998969078064,
0.047108251601457596,
0.017467040568590164,
0.015455459244549274,
0.00037342571886256337,
-0.0399758443236351,
-0.012929609045386314,
0.05709818750619888,
0.005674357526004314,
0.03840233013033867,
0.024724269285798073,
-0.05122952163219452,
-0.05359841138124466,
-0.016915777698159218,
-0.021529819816350937,
0.0701790526509285,
0.0400548093020916,
-0.0746847540140152,
-0.006959706079214811,
0.010010896250605583,
0.09576951712369919,
0.08672918379306793,
0.06668926775455475,
0.025192467495799065,
-0.0818839892745018,
-0.02639182098209858,
-0.05459519848227501,
0.052546221762895584,
0.013204059563577175,
-0.03177379444241524,
0.030398914590477943,
0.01620258018374443,
0.05290023609995842,
-0.004773905035108328,
0.06669113039970398,
-0.03182334080338478,
-0.027826426550745964,
-0.04662594571709633,
-0.03618483990430832,
0.0706520676612854,
-0.031469445675611496,
0.06680566817522049,
0.046883221715688705,
-0.07101940363645554,
0.060082271695137024,
-0.05717909708619118,
0.029069868847727776,
0.04601403325796127,
-0.061973970383405685,
-0.09103652834892273,
-0.06794286519289017,
-0.02802308276295662,
-0.04959232360124588,
0.018424641340970993,
0.03613885119557381,
-0.03914594277739525,
0.0563013032078743,
-0.048500366508960724,
0.07793186604976654,
-0.06408192217350006,
-0.08597732335329056,
0.06149987503886223,
0.0293873380869627,
-0.07210173457860947,
0.06258825957775116,
-0.08793435990810394,
-0.02913515269756317,
0.05077114701271057,
0.04588928818702698,
0.05156930536031723,
-0.060428865253925323,
-0.04193182662129402,
-0.025281300768256187,
-0.030521484091877937,
-0.005723845213651657,
-0.05687042325735092,
0.057314563542604446,
-0.016049860045313835,
-0.06646737456321716,
-0.07694901525974274,
-0.03263562545180321,
-0.03966112434864044,
0.01831016130745411,
0.041395772248506546,
0.025884732604026794,
0.05678125470876694,
0.05135044455528259,
0.07529059052467346,
0.039166513830423355,
0.09690115600824356,
0.02556845173239708,
0.09489794820547104,
-0.02748735249042511,
-0.0027402697596699,
-0.0024496985133737326,
-0.036008283495903015,
-0.025795215740799904,
0.03662215545773506,
-0.005240944679826498,
0.03660779818892479,
0.10649371892213821,
0.09212901443243027,
0.06640218198299408,
-0.056154828518629074,
0.01815119758248329,
0.013583139516413212,
0.008628633804619312,
-0.009663944132626057,
0.04705515131354332,
0.016853010281920433,
0.07380480319261551,
-0.029546750709414482,
-0.1061544120311737,
-0.05253659933805466,
0.061321064829826355,
0.06607416272163391,
-0.05728362128138542,
-0.04449746757745743,
-0.07707967609167099,
-0.020716989412903786,
-0.025981903076171875,
-0.03045547939836979,
0.046325039118528366,
0.05315703898668289,
-0.022989070042967796,
-0.07806067168712616,
-0.08107327669858932,
0.060576267540454865,
-0.027455683797597885,
0.06513329595327377,
-0.02282223105430603,
0.0497707799077034,
-0.04945516958832741,
0.00642150966450572,
0.03856522962450981,
0.05522806569933891,
-0.044104672968387604,
0.006248441059142351,
-0.092264823615551,
-0.033763397485017776,
-0.04470635578036308,
-0.047392722219228745,
-0.06434710323810577,
0.03570788726210594,
0.015042424201965332,
-0.027372168377041817,
-0.007988936267793179,
0.04392261803150177,
-0.06252928823232651,
-0.004209683742374182,
-0.07178667187690735,
0.019191626459360123,
-0.011405520141124725,
0.06297322362661362,
0.0533333346247673,
0.03721552714705467,
-0.02006794698536396,
-0.0685807466506958,
-0.022631917148828506,
0.028218038380146027,
0.03675765171647072,
0.0212818905711174,
-0.04667529836297035,
0.05962758511304855,
-0.04177693650126457,
0.058253128081560135,
0.07533880323171616,
-0.09534905850887299,
-0.04304835945367813,
0.05215245485305786,
0.021776683628559113,
-0.019742492586374283,
0.03706417977809906,
0.10277646034955978,
-0.028162609785795212,
0.0635015144944191,
0.005188445094972849,
-0.013373995199799538,
0.03881438821554184,
-0.035646554082632065,
-0.03764434531331062,
0.05873725190758705,
0.043296877294778824,
-0.0763232558965683,
-0.023233408108353615,
0.04923694208264351,
-0.054606616497039795,
-0.006400862243026495,
-0.05059194192290306,
-0.08019256591796875,
-0.06239738687872887,
-0.030170906335115433,
-0.09861323237419128,
0.03582792729139328,
0.013647024519741535,
-0.01439184695482254,
-0.006940612569451332,
-0.11327957361936569,
0.030115164816379547,
-0.026450034230947495,
0.07533438503742218,
-0.054688312113285065,
-0.02467545121908188,
0.0739934891462326,
-0.015104834921658039,
0.02376297302544117,
0.010695761069655418,
-0.060331396758556366,
-0.07297220826148987,
-0.06562522053718567,
-0.02699063904583454,
0.06962049752473831,
0.024860870093107224,
0.016279466450214386,
-0.019386546686291695,
0.03862330690026283,
0.008383900858461857,
-0.04147903621196747,
0.06899704039096832,
0.03966961428523064,
0.002913415664806962,
-0.009230172261595726,
-0.04293164238333702,
-0.047466445714235306,
-0.03046148642897606,
-0.05975974351167679,
-0.056056346744298935,
0.03719017654657364,
0.0060311355628073215,
-0.09607554972171783,
-0.07034817337989807,
-0.0998016893863678,
0.0711655542254448,
0.051414672285318375,
-0.044158704578876495,
-0.07845558226108551,
0.06957368552684784,
-0.034585367888212204,
0.047282882034778595,
0.009358692914247513,
0.06501764059066772,
-0.048119861632585526,
-0.0056855701841413975,
0.04289121553301811,
-0.03412845358252525,
-0.010840424336493015,
-0.0879533663392067,
-0.07454104721546173,
0.028004255145788193,
-0.05176249518990517,
0.04837425798177719,
0.014123709872364998,
0.009556026197969913,
0.014926484785974026,
-0.024166418239474297,
0.031846318393945694,
-0.0017918357625603676,
-0.05309252813458443,
0.04441841319203377,
0.04555970057845116,
-0.031266793608665466,
0.06982529908418655,
0.007903681136667728,
0.05791580677032471,
0.04366188496351242,
0.015767566859722137,
0.1411171704530716,
0.041545458137989044,
-0.05525047704577446,
0.006790373008698225,
0.07247838377952576,
0.10504721850156784,
-0.01960180141031742,
0.046065554022789,
-0.10061104595661163,
-0.0369330570101738,
-0.09644248336553574,
-0.07376877218484879,
-0.010010916739702225,
-0.06127338483929634,
0.034605566412210464,
0.05191618949174881,
-0.09950216114521027,
0.005663146264851093,
0.00444526132196188,
-0.01832711696624756,
0.01343340240418911,
-0.018873609602451324,
-0.08522211760282516,
0.038109470158815384,
-0.052030112594366074,
-0.06853804737329483,
-0.022195031866431236,
0.05412977561354637,
-0.06573557108640671,
-0.046618543565273285,
0.010390755720436573,
0.038806233555078506,
-0.06408961862325668,
0.023476090282201767,
-0.01917215809226036,
-0.07251600921154022,
0.019595123827457428,
-0.04143751040101051,
-0.05762995779514313,
0.04414932802319527,
0.11028958112001419,
-0.09434477239847183,
0.05725589394569397,
0.03547343611717224,
-0.09307142347097397,
0.06599391996860504,
-0.05193747207522392,
-0.062440019100904465,
0.07128404825925827,
0.04645427688956261,
0.00807347521185875,
-0.04157165810465813,
0.07697473466396332,
0.029774000868201256,
0.02974996156990528,
0.08191227912902832,
0.01622648723423481,
-0.018823225051164627,
0.07345361262559891,
-0.038507066667079926,
0.06881187856197357,
0.056165698915719986,
-0.026826126500964165,
-0.013840855099260807,
-0.00003322286647744477,
-0.014085943810641766,
-0.028017470613121986,
-0.012032933533191681,
-0.06879091262817383,
-0.025355858728289604,
0.02679380588233471,
0.028614161536097527,
0.024770505726337433,
0.028813641518354416
] |
The VoteNet methodology for 3D object detection uses the output of Pointnet++
and applies “Deep Hough Voting”, a method which is illustrated by the
following image (extract from [1]).
Each point (with its enriched features) output by the backbone is fed into a
shared multilayer perceptron to generate a vote (the “voting module”): this
voting neural network outputs a displacement triplet between a point (its
input) and the centroid of the object it belongs to (if any). It is trained to
minimize the norm of that displacement and adds some extra features supposed
to help the vote aggregation. | scraping/output/-8232651017417611530.txt | [
0.08317136019468307,
-0.052471086382865906,
-0.031018435955047607,
-0.025435535237193108,
0.05428110063076019,
0.00797461997717619,
0.06782747805118561,
0.04374741390347481,
0.06915963441133499,
0.0064230384305119514,
0.08152341097593307,
0.02611439861357212,
0.06391569972038269,
-0.026055600494146347,
-0.060531049966812134,
0.07522027939558029,
0.09880023449659348,
-0.04202038794755936,
-0.048552289605140686,
-0.08384580910205841,
-0.00009192431753035635,
-0.02371097542345524,
-0.03742895647883415,
0.04581357166171074,
0.061524901539087296,
0.03389933332800865,
-0.06035153940320015,
-0.03321847692131996,
0.032606348395347595,
-0.035666149109601974,
0.0013056339230388403,
-0.04355709254741669,
0.060320716351270676,
-0.05987032875418663,
0.08074037730693817,
0.026681512594223022,
-0.06687917560338974,
-0.018429351970553398,
0.020331062376499176,
-0.07530247420072556,
-0.00839370209723711,
0.025804657489061356,
0.030281592160463333,
-0.006666543893516064,
0.03541389852762222,
0.003314326051622629,
0.010349702090024948,
-0.007428329903632402,
0.01395354513078928,
-0.047316860407590866,
0.00512869143858552,
0.04589708149433136,
0.006081546191126108,
0.027530064806342125,
0.01626249961555004,
-0.03976783901453018,
-0.027315739542245865,
-0.037795353680849075,
-0.02427705004811287,
0.09680721163749695,
0.044053733348846436,
-0.06543803215026855,
-0.004207436926662922,
-0.001179491518996656,
0.0956224799156189,
0.09239377081394196,
0.039881594479084015,
0.012089978903532028,
-0.07470458000898361,
-0.027211686596274376,
-0.05838467925786972,
0.03363947570323944,
0.00196952186524868,
-0.03136100620031357,
0.04062813147902489,
0.03194502368569374,
0.040944814682006836,
-0.025848155841231346,
0.04171554744243622,
-0.04434872791171074,
-0.03709538280963898,
-0.04231097176671028,
-0.03282547369599342,
0.05276923626661301,
-0.035435449331998825,
0.07168006151914597,
0.05551876127719879,
-0.07557207345962524,
0.05061659589409828,
-0.059269171208143234,
0.010506479069590569,
0.05455435812473297,
-0.10479281842708588,
-0.07695962488651276,
-0.0726657286286354,
-0.03789732605218887,
-0.03172526881098747,
0.03466946631669998,
0.01889319345355034,
-0.0450311005115509,
0.06451083719730377,
-0.06751509755849838,
0.06742383539676666,
-0.05176655575633049,
-0.07164217531681061,
0.05261046066880226,
0.004443726968020201,
-0.0869671106338501,
0.059764422476291656,
-0.07080020010471344,
-0.024921366944909096,
0.052749939262866974,
0.06420160084962845,
0.04268603399395943,
-0.07109779864549637,
-0.03338455781340599,
-0.03203793987631798,
-0.04634096473455429,
-0.013953808695077896,
-0.025212666019797325,
0.0758049339056015,
-0.022686736658215523,
-0.0717177465558052,
-0.08507333695888519,
-0.024848531931638718,
-0.03771846741437912,
0.0033473672810941935,
0.04137186333537102,
0.042347799986600876,
0.04562152922153473,
0.055452559143304825,
0.0594581700861454,
0.0351594053208828,
0.09419146925210953,
0.034986283630132675,
0.09049490839242935,
-0.039371658116579056,
-0.008373030461370945,
-0.01126889605075121,
-0.01876729540526867,
-0.029132787138223648,
0.06763587146997452,
0.0017986466409638524,
0.035509608685970306,
0.0834336131811142,
0.047845177352428436,
0.06971243768930435,
-0.08024675399065018,
0.04322034493088722,
0.0254521481692791,
0.01789439283311367,
-0.03212641179561615,
0.07178551703691483,
0.06051548197865486,
0.039061661809682846,
-0.034732792526483536,
-0.10849916934967041,
-0.06977196782827377,
0.06303901970386505,
0.05664016678929329,
-0.04522562399506569,
-0.050045717507600784,
-0.07180691510438919,
-0.02350671961903572,
-0.008177128620445728,
-0.035013455897569656,
0.034909673035144806,
0.06319712847471237,
-0.031598735600709915,
-0.061308812350034714,
-0.1052195131778717,
0.05116812139749527,
-0.02703459933400154,
0.07635640352964401,
-0.02149728126823902,
0.057723116129636765,
-0.0271373949944973,
0.022361068055033684,
0.05839778110384941,
0.033556774258613586,
-0.02520633116364479,
0.028002405539155006,
-0.07180462032556534,
-0.03750280290842056,
-0.06166877970099449,
-0.06065935268998146,
-0.01911364682018757,
0.06838013976812363,
-0.008576599881052971,
-0.0564066506922245,
-0.021557558327913284,
0.024597106501460075,
-0.041676562279462814,
-0.025384053587913513,
-0.0785868838429451,
0.032084349542856216,
0.01968022622168064,
0.04104427620768547,
0.05542100593447685,
0.047522734850645065,
-0.025933919474482536,
-0.06825035065412521,
-0.022647017613053322,
0.029546376317739487,
0.04616352170705795,
-0.0020883860997855663,
-0.05032086372375488,
0.03415238857269287,
-0.024601660668849945,
0.07248126715421677,
0.09104287624359131,
-0.0860198512673378,
-0.038357898592948914,
0.06359012424945831,
0.007821180857717991,
0.0010322434827685356,
0.016764430329203606,
0.09628619253635406,
-0.027093952521681786,
0.04145275428891182,
0.020374536514282227,
0.0071431477554142475,
0.0402369387447834,
-0.0515126958489418,
-0.04924385994672775,
0.059612032026052475,
0.057318974286317825,
-0.07166775315999985,
-0.03477125242352486,
0.03507089614868164,
-0.03178887814283371,
-0.03071051649749279,
-0.05837353318929672,
-0.09085692465305328,
-0.0750516727566719,
-0.030282871797680855,
-0.08186674118041992,
0.04248914122581482,
0.0035446565598249435,
-0.029647892341017723,
-0.01994624361395836,
-0.10192909836769104,
0.04790719226002693,
-0.02196757309138775,
0.062109943479299545,
-0.031629517674446106,
-0.038237180560827255,
0.07088733464479446,
-0.01881265453994274,
0.016594018787145615,
0.022642016410827637,
-0.05438420549035072,
-0.07215224951505661,
-0.03843138739466667,
-0.04267927259206772,
0.06669607758522034,
0.03646254166960716,
0.07779964804649353,
-0.01717144250869751,
0.03531353920698166,
-0.008470466360449791,
-0.06625624746084213,
0.0869966372847557,
0.04752649739384651,
0.011181935667991638,
0.003246482228860259,
-0.06788765639066696,
-0.03534788265824318,
-0.029597973451018333,
-0.04733244702219963,
-0.04983729496598244,
0.030926398932933807,
0.005088712554425001,
-0.07054838538169861,
-0.05958732217550278,
-0.0663764476776123,
0.06016640365123749,
0.041283462196588516,
-0.03274957835674286,
-0.07411835342645645,
0.04649532213807106,
-0.0040360065177083015,
0.0289388969540596,
0.010973484255373478,
0.06956944614648819,
-0.032994356006383896,
-0.002839934080839157,
0.06112871691584587,
-0.04802384972572327,
-0.001988055184483528,
-0.0907585620880127,
-0.07184961438179016,
0.031129861250519753,
-0.021609412506222725,
0.05353449285030365,
0.05883388966321945,
0.014284536242485046,
0.036860521882772446,
-0.008065522648394108,
0.02010013535618782,
-0.0016930134734138846,
-0.07158265262842178,
0.049932967871427536,
0.020358409732580185,
-0.06260344386100769,
0.05838416516780853,
0.007702277507632971,
0.07692312449216843,
0.030794115737080574,
0.018089571967720985,
0.09995022416114807,
0.06281594932079315,
-0.0233040489256382,
-0.007607209961861372,
0.048400115221738815,
0.11955127865076065,
-0.044633302837610245,
0.05499337986111641,
-0.07374631613492966,
-0.02405221201479435,
-0.11513135582208633,
-0.08947037905454636,
0.012026906944811344,
-0.09185082465410233,
0.0325004942715168,
0.061298731714487076,
-0.09892255812883377,
-0.010260003618896008,
0.025054147467017174,
-0.005653258878737688,
0.013324502855539322,
-0.009996130131185055,
-0.0445733368396759,
0.03138650953769684,
-0.04381513223052025,
-0.06143661588430405,
0.01099431049078703,
0.05644070357084274,
-0.07214709371328354,
-0.04166518896818161,
0.010195950977504253,
0.015559363178908825,
-0.09459114074707031,
0.021551428362727165,
-0.017439037561416626,
-0.0912981778383255,
0.018565397709608078,
-0.06098440662026405,
-0.03626026585698128,
0.039816685020923615,
0.0968456044793129,
-0.08919524401426315,
0.0267277080565691,
0.021205386146903038,
-0.0727052167057991,
0.08487427979707718,
-0.07098317891359329,
-0.07838869839906693,
0.044259123504161835,
0.0723591223359108,
0.022074395790696144,
-0.07250959426164627,
0.062048524618148804,
0.013807165436446667,
0.06438566744327545,
0.06892822682857513,
-0.01592303439974785,
-0.016078559681773186,
0.0524226650595665,
-0.0223090797662735,
0.0359213724732399,
0.048666343092918396,
-0.016139158979058266,
-0.023725762963294983,
-0.0365542471408844,
0.011564611457288265,
-0.019092122092843056,
-0.027739165350794792,
-0.057980556041002274,
-0.008204154670238495,
0.042366448789834976,
0.03257502242922783,
0.02652444690465927,
0.050744686275720596
] |
As shown in the image above, the votes are then clustered. Each cluster is fed
to a “proposal and classification module” (two multilayer perceptrons in
practice) which outputs a prediction vector including: an objectness score,
bounding box parameters and semantic classification scores. Each of those
three elements contributes to a loss function (so 4 in total if we add the
vote regression loss mentioned above): an objectness cross-entropy loss, a
bounding box estimation loss and a class prediction loss.
### 3DETR
The 3DETR method (described in [2]) is a pure transformer-based approach with
hardly any modification compared to the vanilla transformer architecture which
is quite remarkable. The 3DETR architecture is described in the following
image (extract from [6]).
| scraping/output/-8232651017417611530.txt | [
0.06187523901462555,
-0.04227812960743904,
-0.01944652758538723,
-0.012385128065943718,
0.02432194910943508,
0.0054229749366641045,
0.06986124068498611,
0.044312164187431335,
0.06462480127811432,
-0.0316961370408535,
0.0459674708545208,
0.022729741409420967,
0.041279539465904236,
-0.012490734457969666,
-0.00897070113569498,
0.05352824181318283,
0.04601611569523811,
-0.034213289618492126,
-0.05371673405170441,
-0.05247640237212181,
0.026520688086748123,
0.015147325582802296,
-0.03928985446691513,
0.043757420033216476,
0.058265525847673416,
0.07431942969560623,
-0.06776481866836548,
-0.01473207026720047,
0.065242700278759,
-0.09325791150331497,
-0.013320312835276127,
-0.051445648074150085,
0.04076641798019409,
-0.0708395391702652,
0.045130405575037,
-0.0031170030124485493,
-0.032270073890686035,
-0.016315465793013573,
0.025985904037952423,
-0.08368528634309769,
-0.014297221787273884,
-0.0050481343641877174,
0.011972765438258648,
0.0665355920791626,
0.06390275806188583,
0.04559406638145447,
0.012307983823120594,
0.014564557000994682,
-0.029449045658111572,
-0.02645868808031082,
-0.05926375836133957,
0.055233534425497055,
0.017417216673493385,
0.01933266595005989,
0.038233041763305664,
-0.050591226667165756,
-0.04096962511539459,
-0.06262609362602234,
-0.03857450932264328,
0.05947097763419151,
0.024200081825256348,
-0.05762653797864914,
0.007377032656222582,
0.036680303514003754,
0.09405911713838577,
0.05172189325094223,
0.004763644188642502,
0.046807777136564255,
-0.05223467946052551,
-0.04381512850522995,
-0.05762534588575363,
0.02857515960931778,
-0.007978095673024654,
-0.016008932143449783,
0.025818532332777977,
0.023073604330420494,
0.0671764388680458,
-0.009914753027260303,
0.023574428632855415,
-0.06041991710662842,
-0.03117193840444088,
-0.004555781837552786,
-0.045627593994140625,
0.056455839425325394,
-0.02628343552350998,
0.022582078352570534,
0.036553241312503815,
-0.016812076792120934,
0.0416020005941391,
-0.05949007347226143,
0.033504173159599304,
0.046460963785648346,
-0.08343662321567535,
-0.08112695068120956,
-0.10438887774944305,
-0.0635918453335762,
-0.07291658967733383,
0.041840557008981705,
0.04108118638396263,
-0.015377124771475792,
0.039257220923900604,
-0.07494495809078217,
0.0400427021086216,
-0.06931193917989731,
-0.05874291807413101,
0.05269691348075867,
0.025926269590854645,
-0.04659128561615944,
0.07035514712333679,
-0.08849234879016876,
-0.049057357013225555,
0.03388071805238724,
0.082476906478405,
0.053673744201660156,
-0.04923567548394203,
-0.07398177683353424,
-0.01664154976606369,
-0.060555920004844666,
0.019677666947245598,
-0.012678831815719604,
0.07659617066383362,
-0.01557602547109127,
-0.07523496448993683,
-0.06834035366773605,
-0.020990576595067978,
-0.024230539798736572,
0.029257915914058685,
0.030905894935131073,
0.06835777312517166,
0.015279854647815228,
0.053478874266147614,
0.03555423766374588,
0.0638997033238411,
0.09092339873313904,
0.07862155139446259,
0.08189176768064499,
-0.05915598198771477,
0.02124820463359356,
-0.0010772868990898132,
-0.042166728526353836,
0.0015297486679628491,
0.06787201762199402,
-0.03527211397886276,
0.041413724422454834,
0.06384877860546112,
0.05839743837714195,
0.04049070551991463,
-0.07338009774684906,
0.05046027526259422,
0.0026638011913746595,
0.055266208946704865,
-0.034581609070301056,
0.08220835030078888,
0.028898935765028,
0.05974593758583069,
-0.058012623339891434,
-0.08674438297748566,
-0.05041246488690376,
0.04345695674419403,
0.08484211564064026,
-0.013972679153084755,
-0.03391474857926369,
-0.07756244391202927,
-0.020641300827264786,
-0.02841171994805336,
-0.016916457563638687,
0.024264020845294,
0.06757573038339615,
-0.05936402454972267,
-0.03213605657219887,
-0.10740724951028824,
0.05975920334458351,
-0.03610207512974739,
0.08493039757013321,
0.020391006022691727,
0.036686886101961136,
-0.05325208604335785,
0.04581041261553764,
0.07200407236814499,
0.04877857118844986,
-0.052153121680021286,
-0.027275191619992256,
-0.025004858151078224,
-0.051819510757923126,
-0.0873083546757698,
-0.07090748846530914,
0.007371059153228998,
0.04404905065894127,
0.045892491936683655,
-0.05063463747501373,
-0.022858701646327972,
0.0401083379983902,
-0.06421131640672684,
-0.027301214635372162,
-0.04917095601558685,
0.04180580750107765,
-0.015372448600828648,
0.05075275897979736,
0.062055375427007675,
0.036173027008771896,
0.016624877229332924,
-0.023593276739120483,
0.00101624452508986,
0.007080105599015951,
0.10874944925308228,
0.03688335791230202,
-0.06534088402986526,
0.06192660331726074,
-0.05551993474364281,
0.04271409288048744,
0.06298975646495819,
-0.0821659192442894,
-0.03754400461912155,
0.09467180073261261,
-0.010819328017532825,
-0.03913373500108719,
-0.00642241770401597,
0.09055773168802261,
-0.028801528736948967,
0.060261182487010956,
0.01585395261645317,
-0.02347843162715435,
0.014504971913993359,
-0.04069019854068756,
-0.020276540890336037,
0.062077246606349945,
0.06258539855480194,
-0.03800172731280327,
-0.04564846679568291,
0.04740129038691521,
-0.05701897293329239,
-0.04299803078174591,
-0.07103832811117172,
-0.07466576248407364,
-0.027195371687412262,
-0.05411926656961441,
-0.05453288555145264,
0.06097424030303955,
0.01496344804763794,
-0.05503469705581665,
-0.03133874759078026,
-0.11288769543170929,
0.06538966298103333,
-0.013079054653644562,
0.004952738061547279,
-0.04720326513051987,
-0.03317059949040413,
0.02727467380464077,
-0.062277037650346756,
0.036354973912239075,
0.03903932869434357,
-0.04124913364648819,
-0.0809464305639267,
-0.058923155069351196,
-0.03529389202594757,
0.06447628140449524,
0.04748963937163353,
0.07037049531936646,
-0.02867342159152031,
0.04264429584145546,
-0.025346608832478523,
-0.055908553302288055,
0.033284224569797516,
0.08534029871225357,
0.01967576891183853,
0.05589558556675911,
-0.05410705879330635,
-0.042563680559396744,
-0.047291725873947144,
-0.02857384644448757,
-0.0695168673992157,
0.05880323424935341,
0.017025327309966087,
-0.048656076192855835,
-0.03725038841366768,
-0.05680225044488907,
0.05226101353764534,
0.05017070099711418,
-0.05341498926281929,
-0.06336400657892227,
0.02451932430267334,
-0.017814429476857185,
0.012924163602292538,
0.0021073664538562298,
0.015332162380218506,
-0.03432954475283623,
0.040308721363544464,
0.06567025929689407,
-0.031718987971544266,
-0.004218696150928736,
-0.05505899712443352,
-0.07153843343257904,
0.04186118394136429,
-0.01753963716328144,
0.11896399408578873,
0.0655049979686737,
0.004926704801619053,
0.03965548053383827,
-0.04249238595366478,
0.024837521836161613,
-0.02073444426059723,
-0.04220515862107277,
0.010821996256709099,
0.060305774211883545,
-0.06549078971147537,
0.04389914125204086,
0.0037930277176201344,
0.037805695086717606,
0.02586749754846096,
0.004504761658608913,
0.07842257618904114,
0.06062300503253937,
-0.006610477343201637,
-0.027438046410679817,
0.041160985827445984,
0.12079675495624542,
-0.05126433074474335,
0.06392518430948257,
-0.0839419960975647,
-0.04626217111945152,
-0.08776771277189255,
-0.07840452343225479,
-0.008495470508933067,
-0.052890434861183167,
0.046518273651599884,
0.05491703748703003,
-0.05588529258966446,
0.013212180696427822,
0.046807095408439636,
-0.00810649711638689,
0.0021292297169566154,
-0.024845099076628685,
-0.0564936064183712,
0.01341573242098093,
-0.06713530421257019,
-0.06419461965560913,
-0.02692658267915249,
0.03372271731495857,
-0.07891051471233368,
-0.06435055285692215,
0.02498127706348896,
0.005506748333573341,
-0.09467746317386627,
0.017142128199338913,
-0.027539173141121864,
-0.03522458299994469,
0.048214297741651535,
-0.06735675036907196,
-0.03695501387119293,
0.07258698344230652,
0.0819794088602066,
-0.10985112935304642,
0.03376099467277527,
0.03946443274617195,
-0.09255349636077881,
0.03640500828623772,
-0.07538804411888123,
-0.0379183255136013,
0.06001189351081848,
0.047376032918691635,
-0.0041985418647527695,
-0.043065305799245834,
0.08221562951803207,
0.05126727744936943,
0.08438066393136978,
0.10546377301216125,
-0.03806104511022568,
0.05501595512032509,
0.022791001945734024,
0.006785287521779537,
0.020923132076859474,
0.017905859276652336,
-0.02508379891514778,
0.012791922315955162,
-0.06746897846460342,
-0.028623411431908607,
-0.081293486058712,
0.00480296928435564,
-0.0694122239947319,
-0.02588535286486149,
0.04836835339665413,
0.014542955905199051,
0.04661322385072708,
0.07329529523849487
] |
The transformer encoder receives inputs from a subsampling + set aggregation
layer like in the Pointnet++ backbone described above except that the
operation is applied only once in this case instead of several times in
Pointnet++. The transformer encoder then applies several layers of self-
attention and non-linear projections (in our case 3 multihead attention layers
with 8 heads each). No positional embedding is necessary as this information
is already included in the inputs. The self-attention mechanism is
permutation-invariant and allows the representation of long range
dependencies. This being said, the self-attention layers in the encoder can be
modified with a mask in order to focus on local patterns rather than global
ones. | scraping/output/-8232651017417611530.txt | [
0.07249381393194199,
-0.06166237220168114,
0.0033886893652379513,
-0.06497415900230408,
0.028838753700256348,
-0.009556734934449196,
0.07038450241088867,
0.03252800554037094,
0.0645197406411171,
0.023034147918224335,
0.0010837916051968932,
0.006783704739063978,
0.07175619155168533,
-0.051579203456640244,
-0.03615771234035492,
0.037504713982343674,
0.04157060384750366,
-0.029317060485482216,
-0.09087326377630234,
-0.01147508341819048,
0.021737858653068542,
0.0014042159309610724,
-0.07608240842819214,
-0.002051012823358178,
0.06679432839155197,
0.06640801578760147,
-0.0708685889840126,
-0.000783496187068522,
0.04569070041179657,
-0.043024931102991104,
-0.05931561812758446,
-0.036540769040584564,
0.045008108019828796,
-0.027201680466532707,
0.03294285759329796,
0.04201115667819977,
-0.05893608182668686,
-0.039310380816459656,
0.05485984683036804,
-0.10053753852844238,
0.024414166808128357,
-0.009584791958332062,
0.04773891344666481,
0.054174311459064484,
0.0677802637219429,
0.02448171377182007,
-0.013507267460227013,
0.049921948462724686,
-0.012530296109616756,
-0.05214599519968033,
-0.05823635682463646,
0.05716349557042122,
0.06429526954889297,
0.07242743670940399,
0.024701302871108055,
-0.05577859655022621,
-0.10156140476465225,
-0.018367769196629524,
-0.05068647861480713,
0.09068998694419861,
0.031074363738298416,
-0.05862826108932495,
-0.020971551537513733,
0.006451379973441362,
0.16393880546092987,
0.08616640418767929,
0.04247260466217995,
0.05549388378858566,
-0.006646057590842247,
-0.024083174765110016,
-0.05558622255921364,
0.049960240721702576,
-0.03524099662899971,
-0.02515881508588791,
0.050349775701761246,
0.060226112604141235,
0.08079461008310318,
-0.03562009334564209,
0.04160518944263458,
-0.03733358159661293,
-0.032342858612537384,
-0.04258069396018982,
-0.03905364125967026,
0.046161964535713196,
-0.04168202355504036,
0.01642744243144989,
0.052568305283784866,
-0.0480220727622509,
0.05639033019542694,
0.0010146071435883641,
0.03787342458963394,
0.013563401997089386,
-0.020238379016518593,
-0.07747489959001541,
-0.11025597155094147,
-0.0629739984869957,
-0.0481085330247879,
0.06049559265375137,
0.03092440590262413,
-0.0012194537557661533,
0.02563764713704586,
-0.014085656963288784,
0.009177404455840588,
-0.08991595357656479,
-0.08767026662826538,
0.06975483149290085,
0.03789050504565239,
-0.07248151302337646,
0.04576710984110832,
-0.06198883429169655,
-0.038933005183935165,
0.016546031460165977,
0.06390397250652313,
0.07360424101352692,
-0.044385094195604324,
-0.08403623104095459,
-0.04198068752884865,
0.0008218074799515307,
0.028605038300156593,
-0.036584798246622086,
0.05021851509809494,
-0.006148304790258408,
-0.0685717985033989,
-0.06816931813955307,
-0.018875768408179283,
-0.010905513539910316,
0.027965359389781952,
0.07153631746768951,
0.047325558960437775,
0.05880254879593849,
0.020489390939474106,
0.05583064258098602,
0.02081959880888462,
0.09867049753665924,
0.00042420942918397486,
0.05258583277463913,
-0.026406019926071167,
0.002158000599592924,
-0.013652370311319828,
-0.07203182578086853,
-0.0334940105676651,
0.0547516755759716,
-0.024069158360362053,
0.018181173130869865,
0.11261799931526184,
0.05221077427268028,
0.08423340320587158,
-0.05508294701576233,
0.03385605290532112,
-0.031213834881782532,
0.0648651123046875,
0.018855858594179153,
0.070231132209301,
0.003929840866476297,
0.02415461838245392,
-0.04437023028731346,
-0.09829101711511612,
-0.05932026356458664,
0.03557557985186577,
0.06511115282773972,
-0.055448275059461594,
-0.017378179356455803,
-0.09452304989099503,
0.011369259096682072,
-0.024852901697158813,
-0.01394517719745636,
0.008060047402977943,
0.07316845655441284,
-0.005744787864387035,
-0.021725112572312355,
-0.08140856772661209,
0.027351101860404015,
-0.024293428286910057,
0.04340502619743347,
-0.01610310561954975,
0.005287681240588427,
-0.07199493050575256,
0.0003877017297782004,
0.08812350779771805,
0.03012709692120552,
-0.02730965055525303,
-0.0026518767699599266,
-0.03230085223913193,
-0.028816690668463707,
-0.05594145134091377,
-0.06625618785619736,
-0.009259860031306744,
0.0036527239717543125,
0.007430630270391703,
-0.02610555849969387,
0.007273553870618343,
0.012466446496546268,
-0.03169163689017296,
-0.02696016989648342,
-0.06287998706102371,
0.03547113016247749,
-0.05347529798746109,
0.02243913523852825,
0.02442491240799427,
0.04280833899974823,
-0.03248688578605652,
-0.07286864519119263,
0.005037520546466112,
0.05059199780225754,
0.03981984779238701,
-0.006041534245014191,
-0.0697951391339302,
0.04905896261334419,
-0.027611395344138145,
0.037871845066547394,
0.06613367050886154,
-0.08233050256967545,
-0.055808909237384796,
0.052734360098838806,
-0.003915704321116209,
-0.062138959765434265,
0.00628906674683094,
0.09792457520961761,
-0.030685150995850563,
0.04009092226624489,
0.057450827211141586,
-0.0633200854063034,
0.0549951009452343,
-0.04324633255600929,
-0.03781900182366371,
0.02617855928838253,
0.09457111358642578,
-0.07460944354534149,
0.004760500509291887,
0.038864266127347946,
-0.06627751886844635,
0.007984823547303677,
-0.029038846492767334,
-0.10712074488401413,
-0.05595509707927704,
-0.056335411965847015,
-0.07032214850187302,
0.015022155828773975,
0.0039940220303833485,
-0.02333972416818142,
-0.04545922204852104,
-0.09447866678237915,
0.02121255360543728,
-0.05539321526885033,
0.07000607252120972,
-0.042504746466875076,
-0.024781236425042152,
0.025141602382063866,
0.007109580095857382,
0.045266635715961456,
-0.012538909912109375,
-0.05306631699204445,
-0.024363795295357704,
-0.05288960039615631,
0.00809033028781414,
0.0816766694188118,
0.03994162008166313,
0.03537846729159355,
-0.03357291966676712,
0.036298081278800964,
0.0014090718468651175,
-0.03151116892695427,
0.07914761453866959,
0.034345097839832306,
0.014124713838100433,
0.04302119091153145,
-0.05376175418496132,
-0.0437651090323925,
-0.042517125606536865,
-0.031094225123524666,
-0.048320576548576355,
0.052619997411966324,
0.025153081864118576,
-0.046288054436445236,
-0.023905204609036446,
-0.06377342343330383,
0.060467105358839035,
0.06480064243078232,
-0.06819439679384232,
-0.047823596745729446,
0.07156955450773239,
-0.021678393706679344,
0.024226704612374306,
0.01721731573343277,
0.06168811023235321,
-0.04040113091468811,
0.03411340340971947,
0.029159463942050934,
-0.03211405873298645,
-0.046172790229320526,
-0.03513405844569206,
-0.09695547074079514,
0.05362430587410927,
-0.04367446526885033,
0.07144224643707275,
0.02436990663409233,
0.029101407155394554,
0.05555085465312004,
-0.03246959671378136,
0.03912830725312233,
-0.01964821107685566,
-0.029330560937523842,
0.04814700782299042,
0.05242285877466202,
-0.06407974660396576,
0.06881676614284515,
0.0018376046791672707,
0.05729387700557709,
0.030746255069971085,
0.039994820952415466,
0.11606649309396744,
0.018162040039896965,
-0.038483552634716034,
-0.02286822907626629,
0.08818420767784119,
0.12402386218309402,
-0.02261023409664631,
0.10017706453800201,
-0.08441974222660065,
-0.014274504035711288,
-0.06318076699972153,
-0.07786161452531815,
-0.010267453268170357,
-0.07645740360021591,
0.029490536078810692,
0.0703328549861908,
-0.049648165702819824,
-0.022047096863389015,
0.029808489605784416,
-0.03248594328761101,
0.007799155078828335,
-0.058657243847846985,
-0.04038076475262642,
0.05575317144393921,
-0.09875795990228653,
-0.050537966191768646,
-0.010843046940863132,
0.04137197509407997,
-0.027360418811440468,
-0.062149617820978165,
0.01476796343922615,
0.024701442569494247,
-0.09805928170681,
0.05368158593773842,
-0.01659153215587139,
-0.034259133040905,
0.0346166156232357,
-0.051972340792417526,
-0.047508757561445236,
0.031835585832595825,
0.10690068453550339,
-0.11200027912855148,
0.032573964446783066,
0.02642570436000824,
-0.034556012600660324,
0.06423638015985489,
-0.04071507975459099,
-0.07958444207906723,
0.05576235055923462,
0.07167010009288788,
-0.0029908346477895975,
-0.05143730714917183,
0.01700335368514061,
0.04761213809251785,
0.015072100795805454,
0.08607786148786545,
-0.033892348408699036,
0.006030759308487177,
0.033348020166158676,
-0.04584742709994316,
0.06470569968223572,
0.05176771432161331,
-0.06612951308488846,
-0.03128651902079582,
-0.04258560761809349,
-0.04129185900092125,
-0.036081328988075256,
0.031093796715140343,
-0.0591459684073925,
-0.04234255477786064,
0.011012308299541473,
0.03244027495384216,
0.005348407197743654,
0.04978606849908829
] |
The decoder, then, is composed of several transformer blocks (8 in our case).
It receives queries and predicts 3D bounding boxes. The queries are generated
by sampling some points (128 in our case) from the input cloud and feeding
them into a positional embedding layer followed by a multilayer perceptron.
Data augmentation is used during training by applying random sub-sampling,
flipping, rotation and random scaling of the point cloud.
#### Example
This is an example of RGB-D image from the SUN RGB-D dataset.
Input RGB image with 2D bounding boxes
Input depth map
The image then gets preprocessed into a point cloud of 20,000 or 80,000
points. You can use MeshLab to visualize all sorts of 3D data including point
clouds.
Processed into a point cloud
The VoteNet or 3DETR algorithm can now predict bounding boxes (and object
classes).
Predicted bounding boxes
### Performance | scraping/output/-8232651017417611530.txt | [
0.0405580997467041,
-0.014249353669583797,
-0.027554070577025414,
-0.053715553134679794,
0.03212287276983261,
-0.01840285211801529,
0.054726988077163696,
0.05803384259343147,
0.07706417143344879,
-0.04631923884153366,
0.020108751952648163,
0.028659511357545853,
0.04412616044282913,
-0.04004150629043579,
0.020056597888469696,
0.04756159707903862,
0.05522990599274635,
-0.04231525957584381,
-0.06213945895433426,
-0.009966239333152771,
0.015065510757267475,
0.009899085387587547,
-0.07146787643432617,
0.015353542752563953,
0.07079197466373444,
0.07642553746700287,
-0.04009898379445076,
-0.017591793090105057,
0.06162553280591965,
-0.06437250226736069,
-0.060135748237371445,
-0.04874046519398689,
0.06537488847970963,
-0.04963558167219162,
0.04854126647114754,
-0.0004035837191622704,
-0.03672489896416664,
-0.02429380640387535,
0.0297338105738163,
-0.08244069665670395,
-0.03101927414536476,
0.02117815613746643,
0.025811905041337013,
0.05267423018813133,
0.032708484679460526,
0.045789021998643875,
-0.004943494219332933,
0.016924578696489334,
-0.05337890237569809,
-0.044466786086559296,
-0.023446299135684967,
0.02346559427678585,
0.02744467556476593,
0.013008789159357548,
0.018239283934235573,
-0.04975677281618118,
-0.056335821747779846,
-0.038149643689394,
-0.06414243578910828,
0.08725631982088089,
0.04186985641717911,
-0.061760470271110535,
-0.0009266380220651627,
0.01936744526028633,
0.11771616339683533,
0.06710951030254364,
0.001859591226093471,
0.058956392109394073,
-0.0616069920361042,
-0.04132455214858055,
-0.04326389729976654,
0.03567340970039368,
-0.002428194507956505,
-0.04594802483916283,
0.04705938696861267,
0.023204343393445015,
0.03487700968980789,
-0.03126467391848564,
0.04911790415644646,
-0.017408594489097595,
-0.03680140897631645,
-0.001871260697953403,
-0.04098896682262421,
0.03313584625720978,
-0.04998566955327988,
0.028753429651260376,
0.06802833080291748,
-0.06644728034734726,
0.060550056397914886,
-0.05855542793869972,
0.03614604100584984,
0.030551526695489883,
-0.06872323155403137,
-0.09241070598363876,
-0.10146977007389069,
-0.08144379407167435,
-0.0647953450679779,
0.04890429601073265,
0.029863744974136353,
0.0006288278382271528,
0.046818166971206665,
-0.025869689881801605,
0.04268467053771019,
-0.05558277666568756,
-0.08684492111206055,
0.05837208777666092,
0.05365166440606117,
-0.06409947574138641,
0.05076777935028076,
-0.04627597704529762,
-0.07174591720104218,
0.04914418235421181,
0.0787557065486908,
0.06003890186548233,
-0.07397544384002686,
-0.09754498302936554,
-0.00645085796713829,
-0.04486279934644699,
0.014050886034965515,
0.02292083203792572,
0.05360231176018715,
-0.02453339844942093,
-0.06166496127843857,
-0.06581751257181168,
-0.001950338832102716,
-0.015463313087821007,
0.015053501352667809,
0.05450272187590599,
0.050034619867801666,
0.03425324335694313,
0.01884155534207821,
0.041835296899080276,
0.056848835200071335,
0.07762414216995239,
0.043330296874046326,
0.10795529931783676,
-0.05681184306740761,
0.0067864349111914635,
-0.046097420156002045,
-0.031233549118041992,
-0.02151329256594181,
0.08241106569766998,
-0.04665530472993851,
0.0018471133662387729,
0.11879421025514603,
0.06322183459997177,
0.0711844265460968,
-0.0586710125207901,
0.03145246207714081,
-0.015164025127887726,
0.07739584147930145,
-0.004322873428463936,
0.04804927855730057,
0.04989383742213249,
0.05406465753912926,
-0.05564773455262184,
-0.1000322625041008,
-0.07556943595409393,
0.05141041427850723,
0.06822521984577179,
-0.020849283784627914,
-0.030052099376916885,
-0.08816586434841156,
0.016842005774378777,
-0.02001040056347847,
-0.04628514498472214,
0.010171343572437763,
0.0701093077659607,
-0.03844946622848511,
-0.07084047794342041,
-0.09153418987989426,
0.03704703971743584,
-0.019354481250047684,
0.046495672315359116,
0.00027041134308092296,
0.04298551753163338,
-0.06330572068691254,
0.04206424951553345,
0.051547352224588394,
0.01248291227966547,
-0.03996141627430916,
-0.014482920058071613,
-0.05667126178741455,
-0.05254875496029854,
-0.07842683792114258,
-0.06641902774572372,
-0.022477900609374046,
0.03766239061951637,
0.03645029664039612,
-0.05287865549325943,
-0.015209345147013664,
0.02119206264615059,
-0.05139140039682388,
-0.025110987946391106,
-0.07525523006916046,
0.038351669907569885,
-0.02025771513581276,
0.06021072715520859,
0.03605665639042854,
0.072742760181427,
0.028146449476480484,
-0.04935821518301964,
0.011020984500646591,
0.03727812319993973,
0.041905567049980164,
0.008275293745100498,
-0.06169106066226959,
0.07792317867279053,
-0.02640138939023018,
0.029286138713359833,
0.06967799365520477,
-0.08238833397626877,
-0.0717291459441185,
0.07752884179353714,
-0.005272064823657274,
-0.03775766119360924,
-0.025371145457029343,
0.10044625401496887,
-0.02885744534432888,
0.056061796844005585,
0.040926989167928696,
-0.029086284339427948,
0.054593272507190704,
-0.03110530413687229,
-0.06299269944429398,
0.047199539840221405,
0.07948195189237595,
-0.058781690895557404,
-0.03896899148821831,
0.01528234500437975,
-0.0420202761888504,
-0.009037807583808899,
-0.054157156497240067,
-0.05119527876377106,
-0.05630732700228691,
-0.02927972935140133,
-0.04511385038495064,
0.03400580585002899,
0.02172229252755642,
-0.018933866173028946,
-0.026964763179421425,
-0.09928163886070251,
0.03683924302458763,
-0.03740696981549263,
0.035042114555835724,
-0.026730958372354507,
-0.07754157483577728,
0.05073656141757965,
0.002143456367775798,
0.03481138497591019,
0.040975913405418396,
-0.0633077472448349,
-0.06051718071103096,
-0.03602872043848038,
-0.02405746653676033,
0.0933070182800293,
0.0451921783387661,
0.03485611081123352,
-0.028944984078407288,
0.06568805873394012,
-0.023103203624486923,
-0.02580651268362999,
0.03784666955471039,
0.048896677792072296,
0.006676970981061459,
0.016022328287363052,
-0.03816363215446472,
-0.05241422727704048,
-0.030097132548689842,
-0.04703634977340698,
-0.0509636215865612,
0.00896038580685854,
-0.009134906344115734,
-0.05431089922785759,
-0.05735183507204056,
-0.04049888625741005,
0.07945508509874344,
0.10050986707210541,
-0.0555354505777359,
-0.059001751244068146,
0.07661372423171997,
-0.03819229081273079,
0.0508236289024353,
0.03509420156478882,
0.05915120989084244,
-0.01972149685025215,
0.028817132115364075,
0.06755468249320984,
-0.046963486820459366,
-0.03308477625250816,
-0.07170592993497849,
-0.05528200790286064,
0.06566943973302841,
-0.026671551167964935,
0.09662647545337677,
0.0546238012611866,
0.03405594453215599,
0.0413171611726284,
-0.05417618900537491,
0.025513343513011932,
-0.04313024878501892,
-0.05245504528284073,
0.037821050733327866,
0.03751123696565628,
-0.05773158371448517,
0.048132073134183884,
0.012430436909198761,
0.04544782638549805,
0.03368442878127098,
0.0033720547799021006,
0.11836286634206772,
0.0435023196041584,
-0.04704148694872856,
0.0065363566391170025,
0.06399840861558914,
0.09833870083093643,
-0.02982173301279545,
0.046172529458999634,
-0.08085344731807709,
-0.07292405515909195,
-0.06429286301136017,
-0.10377088189125061,
-0.010805772617459297,
-0.03299417346715927,
0.019130107015371323,
0.07598713785409927,
-0.06632978469133377,
0.006405110005289316,
0.028945203870534897,
-0.004704799968749285,
0.012550515122711658,
-0.01464149821549654,
-0.040346547961235046,
0.019385095685720444,
-0.07553279399871826,
-0.04395127668976784,
0.018528150394558907,
0.06387113779783249,
-0.0781293734908104,
-0.05685229226946831,
0.04583370313048363,
-0.002204879652708769,
-0.08172450959682465,
0.011813323013484478,
-0.04975562170147896,
-0.06652852147817612,
0.015564188361167908,
-0.029850946739315987,
-0.0165761299431324,
0.0166506078094244,
0.07358792424201965,
-0.10008624196052551,
0.03130945935845375,
0.013492156751453876,
-0.07776540517807007,
0.046973664313554764,
-0.0677628219127655,
-0.0674697533249855,
0.09340452402830124,
0.0682544931769371,
-0.025394311174750328,
-0.02068856731057167,
0.03790753707289696,
0.026101702824234962,
0.059798359870910645,
0.07497238367795944,
-0.0425589494407177,
0.04982982203364372,
0.05542079731822014,
-0.0291685089468956,
0.0696871355175972,
0.0191823597997427,
-0.06338479369878769,
0.00020565114391501993,
-0.02822200022637844,
-0.06727226078510284,
-0.039969779551029205,
0.03658648207783699,
-0.04050932452082634,
-0.03478383645415306,
0.025841085240244865,
0.038160573691129684,
0.049931399524211884,
0.07268331199884415
] |
Processed into a point cloud
The VoteNet or 3DETR algorithm can now predict bounding boxes (and object
classes).
Predicted bounding boxes
### Performance
The most widely used metric for assessing the performance of 3D object
detection techniques, is the mean average precision (mAP): average precision
(AP) is the area under the Precision-Recall curve and mean average precision
(mAP) is its average over all object classes. An IoU (Intersection over Union)
threshold is fixed at 0.25 or 0.5 giving us AP25 or AP50 metrics. This
controls the desired overlap between predicted bounding boxes and ground-truth
bounding boxes.
We have trained the VoteNet model for 180 epochs (as suggested by the authors
of [5]) on the SUN RGB-D training set and got an AP25 of 57% on the test set
(similar to [5]). Our VoteNet model is of reasonable size with around 1
million trainable parameters. | scraping/output/-8232651017417611530.txt | [
0.037165042012929916,
-0.03113040141761303,
-0.028389647603034973,
-0.037010014057159424,
0.041827864944934845,
-0.01237016636878252,
0.045757800340652466,
0.05360078439116478,
0.06885962933301926,
-0.05062887817621231,
0.030007172375917435,
0.011855605989694595,
0.03869593143463135,
-0.04800166189670563,
-0.024818941950798035,
0.042555663734674454,
0.034441377967596054,
-0.03384256735444069,
-0.06275466084480286,
-0.053701337426900864,
0.03305326774716377,
0.003983117640018463,
-0.07445841282606125,
0.03010905534029007,
0.0758884996175766,
0.012437586672604084,
-0.04094362631440163,
0.0004774252884089947,
0.05468370392918587,
-0.08684799075126648,
-0.020678386092185974,
-0.02544185146689415,
0.06390779465436935,
-0.0821177139878273,
0.07219044119119644,
0.0005594821996055543,
-0.06752997636795044,
-0.031222622841596603,
0.026048840954899788,
-0.0651480108499527,
-0.0014433751348406076,
0.05364285036921501,
-0.0004149159649387002,
0.045888956636190414,
0.03802148625254631,
0.030111730098724365,
-0.022733109071850777,
0.006418314296752214,
-0.04088144749403,
-0.028437349945306778,
-0.05527469888329506,
0.0616791695356369,
-0.010424047708511353,
0.024002788588404655,
0.008807945065200329,
-0.06003684177994728,
-0.03392815589904785,
-0.06930273026227951,
-0.0703757032752037,
0.06034841760993004,
0.050340112298727036,
-0.07339690625667572,
0.0032398535404354334,
0.024284182116389275,
0.08924654871225357,
0.09806697070598602,
0.00009325716382591054,
0.04550473392009735,
-0.08911076188087463,
-0.039284706115722656,
-0.06868600100278854,
0.035183344036340714,
0.04117772355675697,
-0.056239720433950424,
0.03928115963935852,
0.03038390725851059,
0.0541636124253273,
-0.019932739436626434,
0.016489312052726746,
-0.06212540715932846,
-0.042049527168273926,
-0.0067504229955375195,
-0.013930519111454487,
0.0401228666305542,
-0.03580765798687935,
0.0638732984662056,
0.041843391954898834,
-0.04024084284901619,
0.0753745436668396,
-0.047059569507837296,
0.031340934336185455,
0.04229085147380829,
-0.08301471918821335,
-0.05202130973339081,
-0.06624666601419449,
-0.06380773335695267,
-0.07812671363353729,
0.03581962361931801,
0.02052341401576996,
0.005008379463106394,
0.09388918429613113,
-0.07166242599487305,
0.03535314276814461,
-0.048008568584918976,
-0.056274186819791794,
0.04834902659058571,
0.02535145916044712,
-0.05311261862516403,
0.05690564960241318,
-0.05449788272380829,
-0.03147181496024132,
0.08377944678068161,
0.09659884124994278,
0.046393293887376785,
-0.03039206750690937,
-0.059216052293777466,
-0.01738814264535904,
-0.08902699500322342,
0.012289169244468212,
0.014725597575306892,
0.05397254601120949,
-0.04987306892871857,
-0.06695562601089478,
-0.05938677862286568,
-0.006260928697884083,
-0.048377230763435364,
-0.007525110151618719,
0.00845674704760313,
0.06171143054962158,
0.007490724790841341,
0.030385443940758705,
0.03645706921815872,
0.038482945412397385,
0.07940991222858429,
0.07237705588340759,
0.09150362014770508,
-0.06366129964590073,
0.018860014155507088,
-0.03568997606635094,
-0.051089245826005936,
-0.030171388760209084,
0.04512270912528038,
-0.03799460083246231,
0.032225918024778366,
0.09401968121528625,
0.06207560375332832,
0.06743516027927399,
-0.03774968534708023,
0.07854656875133514,
-0.0156355369836092,
0.047540854662656784,
-0.02621588110923767,
0.045997291803359985,
0.016042357310652733,
0.04672486335039139,
-0.07873188704252243,
-0.11083327233791351,
-0.058949872851371765,
0.061229586601257324,
0.06969192624092102,
-0.02259019762277603,
-0.060947783291339874,
-0.052642181515693665,
-0.028866097331047058,
-0.008169407956302166,
-0.03875607252120972,
0.0016318656271323562,
0.07203221321105957,
-0.026627201586961746,
-0.08228994160890579,
-0.07112094014883041,
0.08415345847606659,
-0.04838980734348297,
0.050797414034605026,
0.01326015591621399,
0.05822989344596863,
-0.055481281131505966,
0.04376044124364853,
0.06633344292640686,
0.03360902890563011,
-0.03250744566321373,
-0.03754249960184097,
-0.06846438348293304,
-0.04880369454622269,
-0.061025749891996384,
-0.04987625777721405,
-0.019683556631207466,
0.06293535977602005,
0.029108546674251556,
-0.047983985394239426,
-0.00034300630795769393,
0.039418529719114304,
-0.05333110690116882,
-0.031908068805933,
-0.04599125683307648,
0.049353621900081635,
-0.022377539426088333,
0.06872368603944778,
0.025816507637500763,
0.06606672704219818,
-0.016952695325016975,
-0.023240864276885986,
0.010529857128858566,
0.012152564711868763,
0.0339818075299263,
0.00770030589774251,
-0.05514172837138176,
0.04989895224571228,
-0.027445657178759575,
0.0331118181347847,
0.08250456303358078,
-0.0747435986995697,
-0.06605637073516846,
0.08298200368881226,
0.0012924852780997753,
0.02904197759926319,
-0.011790378950536251,
0.04058053344488144,
-0.01755877397954464,
0.022830011323094368,
0.0324445404112339,
-0.025086505338549614,
0.03971731662750244,
-0.0576101616024971,
-0.007203945890069008,
0.07408159226179123,
0.07600512355566025,
-0.06762874126434326,
-0.06247640773653984,
0.033301278948783875,
-0.052333030849695206,
-0.07465634495019913,
-0.04511898010969162,
-0.048859599977731705,
-0.009776960127055645,
-0.03618017956614494,
-0.06649946421384811,
0.03144867345690727,
0.03622554987668991,
-0.041528619825839996,
-0.04990685358643532,
-0.07884147763252258,
0.06803729385137558,
0.010676653124392033,
0.017132891342043877,
-0.050209227949380875,
-0.04227444902062416,
0.05164725333452225,
-0.025269335135817528,
0.047180645167827606,
0.05273948609828949,
-0.04257743060588837,
-0.09605550765991211,
-0.035508137196302414,
-0.02432219684123993,
0.05089256539940834,
0.03690725937485695,
0.06064240634441376,
-0.03230870142579079,
0.08023320138454437,
0.006413182243704796,
-0.029899030923843384,
0.03694257512688637,
0.03806940093636513,
0.017922500148415565,
0.01695151999592781,
-0.02649621292948723,
-0.06334320455789566,
-0.0580289326608181,
-0.024197585880756378,
-0.06217558681964874,
0.04234257712960243,
-0.02791038155555725,
-0.053347110748291016,
-0.0843958854675293,
-0.05606599152088165,
0.06494230031967163,
0.07909214496612549,
-0.09209360182285309,
-0.0713040679693222,
0.08013058453798294,
0.004303736612200737,
0.030011283233761787,
0.04015451669692993,
0.05685126408934593,
-0.022747453302145004,
0.01384098269045353,
0.08581500500440598,
-0.02194235287606716,
-0.024189934134483337,
-0.10233169049024582,
-0.02339973859488964,
0.04500190168619156,
-0.05013970285654068,
0.08018555492162704,
0.08328654617071152,
0.038833897560834885,
0.0429873988032341,
-0.05052192136645317,
-0.0018035656539723277,
-0.017130812630057335,
-0.025975355878472328,
0.04066640883684158,
0.061164483428001404,
-0.035582736134529114,
0.05297853425145149,
0.04964839667081833,
0.020868046209216118,
0.02831689827144146,
0.014049326069653034,
0.0777561366558075,
0.09005007892847061,
-0.049481235444545746,
0.01670820824801922,
0.05781308561563492,
0.05928034335374832,
-0.04541041702032089,
0.058467041701078415,
-0.06309016793966293,
-0.05223674327135086,
-0.060597848147153854,
-0.10617843270301819,
0.004559428431093693,
-0.03905639052391052,
0.05062434449791908,
0.06314466148614883,
-0.07490914314985275,
0.027054820209741592,
0.047538820654153824,
-0.037689413875341415,
0.006000941153615713,
-0.051470156759023666,
-0.047455787658691406,
0.041188694536685944,
-0.041385307908058167,
-0.071098692715168,
-0.02948029153048992,
0.021563783288002014,
-0.07067904621362686,
-0.04633709043264389,
0.03523391857743263,
0.016995470970869064,
-0.07444491982460022,
0.01680360734462738,
-0.025038665160536766,
-0.05690746381878853,
0.04852733016014099,
-0.058459822088479996,
-0.03836090862751007,
0.04440584033727646,
0.09354207664728165,
-0.10770858079195023,
0.028837785124778748,
0.04281065985560417,
-0.08204285055398941,
0.021369315683841705,
-0.05998321622610092,
-0.038944415748119354,
0.08435056358575821,
0.06152549013495445,
-0.00933525525033474,
-0.02425890974700451,
0.07535011321306229,
0.06298010796308517,
0.06863032281398773,
0.08609513193368912,
-0.03220978006720543,
-0.006409982219338417,
0.04310932010412216,
-0.028574451804161072,
0.05691623315215111,
0.03547823801636696,
-0.014712641015648842,
0.013538949191570282,
-0.029999587684869766,
-0.057970233261585236,
-0.08095231652259827,
0.0015993638662621379,
-0.10012276470661163,
0.009446308016777039,
0.030166910961270332,
0.04425422102212906,
0.034160446375608444,
0.06367917358875275
] |
The 3DETR model is larger with 7 million trainable parameters and it needs to
be trained for 360 epochs to reach an AP25 of 57% on the SUN RGB-D dataset.
This would have taken several days of training. Luckily, the authors of [6]
have made public a model that has been pre-trained for 1080 epochs on SUN
RGB-D. We have tested it and got the same AP25 as VoteNet i.e. 57%. A version
of the 3DETR model with masked self-attention in the encoder is available as
well and gets a slightly better performance. It should be noted that,
according to the authors of [6], the performance gain is more important on
another dataset (ScanNetV2 see more on this dataset below).
### Transfer learning
An important consideration is the ability to fine-tune pre-trained models like
those provided by the authors of [5] and [6] on our clients’ data. This is
particularly important in the case of 3D object detection where data is
difficult to annotate, occluded and noisy. | scraping/output/-8232651017417611530.txt | [
0.024732990190386772,
-0.030560974031686783,
-0.05293625593185425,
-0.03893233835697174,
0.04794635251164436,
-0.019908491522073746,
0.024701062589883804,
0.03022703155875206,
0.08447564393281937,
-0.04327380284667015,
0.008907274343073368,
0.030636848881840706,
0.06130450591444969,
-0.08128460496664047,
-0.03436121344566345,
0.04586470127105713,
0.040824998170137405,
-0.023678399622440338,
-0.0830649808049202,
-0.04345938190817833,
0.033790379762649536,
-0.002519231289625168,
-0.07065022736787796,
0.045299679040908813,
0.0568525493144989,
0.03257894515991211,
-0.047147490084171295,
0.0001224974839715287,
0.058329008519649506,
-0.10320913046598434,
-0.037437763065099716,
-0.045724861323833466,
0.10234791040420532,
-0.09034144878387451,
0.059342559427022934,
0.0016077958280220628,
-0.060351092368364334,
-0.05946728587150574,
0.032564301043748856,
-0.08679923415184021,
-0.011580034159123898,
0.009645541198551655,
0.015116334892809391,
0.06657012552022934,
0.06177563965320587,
0.041643742471933365,
0.0199437215924263,
0.035819634795188904,
-0.023955656215548515,
-0.031648389995098114,
-0.05336166173219681,
0.04590429738163948,
-0.0019058481557294726,
0.04937910661101341,
-0.019767003133893013,
-0.03907671943306923,
-0.05029214918613434,
-0.05166173726320267,
-0.0410313606262207,
0.09755889326334,
0.05781847611069679,
-0.07596241682767868,
0.008654982782900333,
0.005668803118169308,
0.10041098296642303,
0.09906627982854843,
0.01940198615193367,
0.03173572197556496,
-0.05552612990140915,
-0.051671549677848816,
-0.008147839456796646,
0.030414216220378876,
0.015483148396015167,
-0.0308091938495636,
0.06531926244497299,
0.0490548275411129,
0.08419922739267349,
-0.006936274003237486,
0.04349132254719734,
-0.04004339501261711,
-0.04281147941946983,
-0.03294704481959343,
-0.008225156925618649,
0.03337916359305382,
-0.030177371576428413,
0.022659912705421448,
0.06738952547311783,
-0.0671752467751503,
0.07910381257534027,
-0.025059841573238373,
0.022167298942804337,
0.026386741548776627,
-0.044538047164678574,
-0.054744087159633636,
-0.08839213103055954,
-0.09433882683515549,
-0.0669812262058258,
0.030661679804325104,
0.025380026549100876,
0.006628101225942373,
0.06899871677160263,
-0.042460184544324875,
0.04555114358663559,
-0.03601723909378052,
-0.05165446922183037,
0.0454685240983963,
0.021330654621124268,
-0.05013706907629967,
0.05113470181822777,
-0.07292473316192627,
-0.02864684909582138,
0.034201931208372116,
0.07072320580482483,
0.015934649854898453,
-0.066258504986763,
-0.04556306451559067,
-0.023975200951099396,
-0.060753051191568375,
0.041902463883161545,
-0.026756927371025085,
0.08588941395282745,
-0.045281026512384415,
-0.04355061799287796,
-0.06621158868074417,
-0.030015213415026665,
-0.0165632963180542,
0.028199350461363792,
0.02144133858382702,
0.08222551643848419,
0.017911290749907494,
0.03098841942846775,
0.041257817298173904,
0.06542748212814331,
0.09627343714237213,
0.05687723681330681,
0.08105584979057312,
-0.05250626429915428,
0.03826882690191269,
-0.036263179033994675,
-0.059348613023757935,
-0.014706331305205822,
0.09648722410202026,
-0.05163080617785454,
0.04980749636888504,
0.10196076333522797,
0.034425288438797,
0.041621461510658264,
-0.0850931853055954,
0.05157420411705971,
-0.04533647373318672,
0.06387938559055328,
-0.015982193872332573,
0.057025399059057236,
0.022198760882019997,
0.04334145039319992,
-0.05846531316637993,
-0.09767061471939087,
-0.07740573585033417,
0.053936779499053955,
0.09541397541761398,
-0.04946617782115936,
-0.024560965597629547,
-0.07236264646053314,
0.006703661289066076,
0.00972471572458744,
-0.020220298320055008,
0.012601805850863457,
0.0783333107829094,
-0.06275633722543716,
-0.054577987641096115,
-0.06579792499542236,
0.07013066112995148,
-0.04965580627322197,
0.08099976181983948,
0.027589919045567513,
0.033846087753772736,
-0.05086153745651245,
0.024490654468536377,
0.06423281133174896,
0.025217333808541298,
-0.045434609055519104,
-0.004221439827233553,
-0.06261822581291199,
-0.06159546971321106,
-0.04318846017122269,
-0.048758260905742645,
-0.016695883125066757,
0.04411980137228966,
0.05869992449879646,
-0.027850789949297905,
-0.022569777444005013,
0.0470217801630497,
-0.04590092599391937,
-0.05257226899266243,
-0.06678327172994614,
0.02773256227374077,
-0.04619035869836807,
0.06297197937965393,
0.04242889583110809,
0.07032815366983414,
0.008502822369337082,
-0.03293684124946594,
0.023466285318136215,
0.046501945704221725,
0.06382086127996445,
-0.023856565356254578,
-0.03899475932121277,
0.07586602121591568,
-0.005465833004564047,
0.05236925929784775,
0.053975824266672134,
-0.09204895049333572,
-0.08270253241062164,
0.06069320812821388,
-0.0045662554912269115,
-0.0027300212532281876,
-0.0047399974428117275,
0.060707759112119675,
-0.04544515535235405,
0.026854345574975014,
0.04840509220957756,
-0.04561235010623932,
0.05926905572414398,
-0.09188834577798843,
-0.005013347137719393,
0.060453906655311584,
0.06141864135861397,
-0.06919342279434204,
-0.014509955421090126,
0.037861015647649765,
-0.05537225306034088,
-0.048027850687503815,
-0.0357092022895813,
-0.05725174769759178,
-0.04649663716554642,
-0.029501868411898613,
-0.05602020025253296,
0.039217252284288406,
0.025748714804649353,
-0.05044171214103699,
-0.020401926711201668,
-0.0921156108379364,
0.05945778638124466,
-0.025391723960638046,
0.05832654982805252,
-0.0501021146774292,
-0.04993654787540436,
0.0505317822098732,
-0.028768427670001984,
0.023074287921190262,
0.02449609898030758,
-0.029507674276828766,
-0.08752396702766418,
-0.02940504625439644,
-0.007183846086263657,
0.04333535209298134,
0.027728695422410965,
0.04395652189850807,
-0.044631704688072205,
0.08003565669059753,
0.011083249934017658,
-0.039242006838321686,
0.03487984836101532,
0.046103838831186295,
0.040855295956134796,
0.022588111460208893,
-0.04886426404118538,
-0.06052163615822792,
-0.06610844284296036,
-0.030412983149290085,
-0.06740305572748184,
0.028986934572458267,
0.021687088534235954,
-0.05874435976147652,
-0.058044373989105225,
-0.032851893454790115,
0.057664815336465836,
0.07475148141384125,
-0.07557781785726547,
-0.050473202019929886,
0.0906846821308136,
-0.0226474367082119,
0.015100477263331413,
0.03339226543903351,
0.047977421432733536,
-0.015235716477036476,
0.00716298446059227,
0.0611281581223011,
-0.05122281610965729,
-0.0462423600256443,
-0.06376790255308151,
-0.05267246812582016,
0.05479566380381584,
-0.04524810239672661,
0.08002720773220062,
0.05149528384208679,
0.011376891285181046,
0.06043168529868126,
-0.045054759830236435,
-0.006734253838658333,
-0.042058929800987244,
-0.03346177935600281,
0.03609847649931908,
0.08912963420152664,
-0.0745677724480629,
0.0298629030585289,
0.030768318101763725,
0.027118755504488945,
0.05474565178155899,
0.013254569843411446,
0.06951132416725159,
0.059172727167606354,
-0.05152229964733124,
0.004791236016899347,
0.04927104339003563,
0.08486728370189667,
-0.051670074462890625,
0.04406087100505829,
-0.06131133809685707,
-0.05367707088589668,
-0.06742388755083084,
-0.0736309140920639,
0.004630629904568195,
-0.060168538242578506,
0.031249526888132095,
0.061811093240976334,
-0.050184015184640884,
0.009857533499598503,
0.010412387549877167,
-0.02312340959906578,
0.013743394985795021,
-0.012947416864335537,
-0.048150066286325455,
0.02771664224565029,
-0.054491281509399414,
-0.0796445980668068,
-0.021290544420480728,
0.027258770540356636,
-0.08704376965761185,
-0.025699149817228317,
0.021239452064037323,
-0.002671558875590563,
-0.07015955448150635,
0.024464860558509827,
-0.037790797650814056,
-0.040539465844631195,
0.016921862959861755,
-0.058003902435302734,
-0.03607554733753204,
0.029424315318465233,
0.07833272963762283,
-0.08653977513313293,
0.030299168080091476,
0.03195396810770035,
-0.07793056964874268,
0.06508145481348038,
-0.04453742131590843,
-0.05030613765120506,
0.07394067943096161,
0.07449737936258316,
-0.016669729724526405,
-0.003406044328585267,
0.037328626960515976,
0.08752499520778656,
0.08130133152008057,
0.0653836652636528,
-0.04131770506501198,
0.022078750655055046,
-0.00036592481774277985,
-0.028686538338661194,
0.05528353154659271,
0.06327706575393677,
-0.043862391263246536,
-0.01319357380270958,
-0.05370478704571724,
-0.04807916283607483,
-0.0678231492638588,
0.012394384481012821,
-0.07330133020877838,
-0.0022558642085641623,
0.006507782731205225,
0.056933920830488205,
0.03799242153763771,
0.06364383548498154
] |
We tested the transferability of a VoteNet trained on the ScanNetV2 dataset to
the SUN RGB-D dataset. ScanNetV2 (see [10] for details) is an annotated
dataset of 1,200 3D meshes reconstructed from indoor scenes. It does include
18 object categories While both SUN RGB-D and ScanNetV2 belong to a similar
domain of indoor scenes, they are in effect quite different: scenes in
ScanNetV2 cover larger surfaces, are more complete and hold more objects.
Vertices in the ScanNetV2 dataset are sampled to create input point clouds.
We used a VoteNet model pre-trained on ScanNetV2 for 180 epochs. We kept as
much as we could from this model: the backbone module, the voting module and
all the proposal and classification module except its last output layer.
Interestingly it took only 30 epochs of fine-tuning on SUN RGB-D for this
model to achieve the same performance as the same VoteNet model trained from
scratch on SUN RGB-D for 180 epochs. | scraping/output/-8232651017417611530.txt | [
0.061561454087495804,
-0.03125809505581856,
-0.047699373215436935,
-0.03682476282119751,
0.04589592665433884,
-0.0118922283872962,
0.06303334981203079,
0.0028266306035220623,
0.06926760077476501,
-0.045107219368219376,
0.04287329316139221,
0.03247429057955742,
0.031220877543091774,
-0.04907534644007683,
-0.003973645158112049,
0.030679551884531975,
0.04201355576515198,
-0.047095246613025665,
-0.05286978930234909,
-0.054313238710165024,
0.013200215063989162,
-0.002847902476787567,
-0.035361770540475845,
0.055079635232686996,
0.04203696921467781,
0.038875069469213486,
-0.064688540995121,
-0.0037952777929604053,
0.04686478525400162,
-0.09635645896196365,
-0.04245573282241821,
-0.06289422512054443,
0.09803985804319382,
-0.07416415214538574,
0.08798675239086151,
0.01566297747194767,
-0.0748893991112709,
-0.06967715173959732,
0.051177311688661575,
-0.07682836055755615,
-0.034632161259651184,
0.009944034740328789,
0.001100496738217771,
0.054559554904699326,
0.04121338203549385,
0.07152566313743591,
0.0006878970889374614,
0.027633661404252052,
-0.017756052315235138,
-0.029986046254634857,
-0.03554088622331619,
0.04211878031492233,
0.000563193520065397,
0.05109793692827225,
0.020726583898067474,
-0.071806401014328,
-0.06976763159036636,
-0.03408326208591461,
-0.06171093508601189,
0.09848469495773315,
0.05431615561246872,
-0.06691710650920868,
0.018356144428253174,
0.01906030997633934,
0.10615046322345734,
0.08569358289241791,
0.011248142458498478,
0.04364440590143204,
-0.08788886666297913,
-0.03274955227971077,
-0.02168046496808529,
0.00680058216676116,
0.02159150131046772,
-0.013794454745948315,
0.040928713977336884,
0.024196408689022064,
0.0439378097653389,
-0.038783758878707886,
0.02382356859743595,
-0.04391363263130188,
-0.0069104270078241825,
-0.052661363035440445,
-0.029847044497728348,
0.055208560079336166,
-0.02196608856320381,
0.021657411009073257,
0.06563463062047958,
-0.08054207265377045,
0.06438543647527695,
-0.013031715527176857,
0.022208208218216896,
0.0013446456287056208,
-0.06634678691625595,
-0.070010244846344,
-0.05052477866411209,
-0.07282868772745132,
-0.0531521737575531,
0.027264587581157684,
0.05392149090766907,
-0.00664188526570797,
0.06893859803676605,
-0.01728096604347229,
0.06190809607505798,
-0.045638151466846466,
-0.03255285695195198,
0.03860798478126526,
0.020693505182862282,
-0.06934913992881775,
0.03610778599977493,
-0.058721885085105896,
-0.019976988434791565,
0.03544853255152702,
0.039149209856987,
0.03691663220524788,
-0.07730840891599655,
-0.03236440569162369,
-0.02698291651904583,
-0.06555895507335663,
0.022643746808171272,
-0.02224942296743393,
0.08684755861759186,
-0.029760409146547318,
-0.04442664608359337,
-0.059553250670433044,
-0.029628431424498558,
-0.024876922369003296,
0.03779895603656769,
0.05066545680165291,
0.08148528635501862,
0.0007061875658109784,
0.03293880820274353,
0.07193602621555328,
0.020101990550756454,
0.10593272745609283,
0.04419837146997452,
0.09311685711145401,
-0.06265779584646225,
0.022811120375990868,
-0.011246602982282639,
-0.029809044674038887,
-0.0017532726051285863,
0.0707736685872078,
-0.0420926995575428,
-0.003017819719389081,
0.07983734458684921,
0.03789456561207771,
0.040781568735837936,
-0.08283068984746933,
0.01647578552365303,
0.01553003117442131,
0.05422833934426308,
-0.009468736127018929,
0.07464279234409332,
0.00926637090742588,
0.02587934397161007,
-0.0428343340754509,
-0.08126935362815857,
-0.05010689049959183,
0.052584175020456314,
0.1094781756401062,
-0.05381973087787628,
-0.04273905232548714,
-0.0483144074678421,
-0.013265774585306644,
-0.027050670236349106,
-0.0494500957429409,
0.045178141444921494,
0.06569942086935043,
-0.054528385400772095,
-0.06616128981113434,
-0.07377831637859344,
0.06168532371520996,
-0.01921132579445839,
0.08106233924627304,
-0.012410227209329605,
0.03450081869959831,
-0.07976064831018448,
0.018916374072432518,
0.045700959861278534,
0.06739022582769394,
-0.036721765995025635,
0.006298769265413284,
-0.11177721619606018,
-0.0514705628156662,
-0.06374917179346085,
-0.04007033631205559,
-0.021859869360923767,
0.02710001729428768,
0.02780119702219963,
-0.016788985580205917,
-0.003910707775503397,
0.052557628601789474,
-0.008259842172265053,
-0.08314042538404465,
-0.03842390701174736,
0.036984726786613464,
-0.05993716046214104,
0.07175692915916443,
0.03438381850719452,
0.08431243896484375,
-0.03321310505270958,
-0.03847251832485199,
-0.012984405271708965,
0.025979656726121902,
0.06108870357275009,
-0.01834275759756565,
-0.0518619567155838,
0.07822929322719574,
-0.06856867671012878,
0.04647262394428253,
0.06665173918008804,
-0.07845450192689896,
-0.06305675953626633,
0.0726378858089447,
0.007080318871885538,
0.0010780163574963808,
-0.004372306168079376,
0.09197410941123962,
-0.05259441211819649,
0.04496021196246147,
0.05278380215167999,
-0.01633240096271038,
0.034786928445100784,
-0.10151072591543198,
-0.044585295021533966,
0.07247314602136612,
0.0773705244064331,
-0.06493590772151947,
-0.02960321493446827,
0.010645457543432713,
-0.07152776420116425,
-0.02726047672331333,
-0.036693137139081955,
-0.06892862915992737,
-0.07537201792001724,
0.003895602887496352,
-0.06161012127995491,
0.053429704159498215,
0.030595870688557625,
-0.014749990776181221,
-0.010469920933246613,
-0.08576008677482605,
0.07799623906612396,
-0.05424226447939873,
0.06884865462779999,
-0.06849547475576401,
-0.06522339582443237,
0.028669334948062897,
-0.01092139445245266,
0.051274869590997696,
0.04559094086289406,
-0.05575207620859146,
-0.0991319864988327,
-0.04841816797852516,
-0.017821572721004486,
0.04739874601364136,
0.04942004382610321,
0.036470115184783936,
-0.058668434619903564,
0.07092884927988052,
0.045098818838596344,
-0.017675230279564857,
0.0562029704451561,
0.012508044019341469,
0.049397796392440796,
0.048122651875019073,
-0.03178798779845238,
-0.02496444620192051,
-0.06301169842481613,
-0.012396512553095818,
-0.0685650110244751,
0.013732409104704857,
0.00548154441639781,
-0.05167846381664276,
-0.04199589043855667,
-0.0275168027728796,
0.05972738191485405,
0.054943837225437164,
-0.05573661997914314,
-0.049724675714969635,
0.06475560367107391,
-0.013588069938123226,
0.03678525239229202,
0.04424627870321274,
0.049925658851861954,
-0.03412201628088951,
-0.02291799895465374,
0.06836952269077301,
-0.03417366370558739,
-0.0477910116314888,
-0.05002335458993912,
-0.05076421797275543,
0.04917711019515991,
-0.04108836129307747,
0.06563092023134232,
0.08149541169404984,
-0.004803414456546307,
0.04748091101646423,
-0.008515692315995693,
0.006904146634042263,
-0.04655516520142555,
-0.010971090756356716,
0.044090915471315384,
0.04869408160448074,
-0.07628995925188065,
0.03537749871611595,
0.03748096525669098,
0.02823617123067379,
0.06557536125183105,
0.03899648040533066,
0.0886940062046051,
0.046168770641088486,
-0.05243266001343727,
-0.016586780548095703,
0.0740884467959404,
0.10025632381439209,
-0.03163951635360718,
-0.002617844380438328,
-0.0831214115023613,
-0.05128173530101776,
-0.09144645184278488,
-0.08274513483047485,
-0.003668016754090786,
-0.059621572494506836,
0.027622757479548454,
0.07695525139570236,
-0.04919758439064026,
0.019418515264987946,
0.026434503495693207,
-0.005064636934548616,
0.04198240116238594,
-0.026702331379055977,
-0.06477450579404831,
0.04359610751271248,
-0.03493177145719528,
-0.09972625970840454,
-0.01680469512939453,
0.03270746022462845,
-0.10417762398719788,
-0.02380477450788021,
0.01800297014415264,
-0.0001965257542906329,
-0.05057989060878754,
0.014910616911947727,
-0.02201824076473713,
-0.034030232578516006,
0.04032183438539505,
-0.029518144205212593,
-0.044741787016391754,
0.05146913602948189,
0.10142985731363297,
-0.09530216455459595,
0.006670604459941387,
0.030956655740737915,
-0.07248475402593613,
0.05166587606072426,
-0.04879705607891083,
-0.0705782026052475,
0.0413382351398468,
0.07650671154260635,
-0.01893625408411026,
-0.03524869307875633,
0.04138089343905449,
0.04708357900381088,
0.06580173224210739,
0.05202817916870117,
-0.021243279799818993,
-0.021402394399046898,
0.03095437027513981,
-0.03711063787341118,
0.0841507837176323,
0.07524870336055756,
-0.020152322947978973,
-0.017345312982797623,
-0.04853316769003868,
-0.05205130949616432,
-0.02726394310593605,
-0.0023963486310094595,
-0.04753393307328224,
-0.040070898830890656,
0.039824228733778,
0.055112797766923904,
0.016659416258335114,
0.025019215419888496
] |
This is an encouraging result that makes us confident that our pre-trained
models can easily be transferred to ML6 clients’ data from other types of
indoor domains with no need for large annotated datasets.
Links
[1] Deep Hough Voting for 3D Object Detection in Point Clouds
[2] https://openaccess.thecvf.com/content/ICCV2021/html/Misra_An_End-to-
End_Transformer_Model_for_3D_Object_Detection_ICCV_2021_paper.html
[3] PointNet++: Deep Hierarchical Feature Learning on Point Sets in a Metric
Space
[4] NYU Depth Dataset V2 — Nathan Silberman
[5] Berkeley 3-D Object Dataset
[6] SUN3D dataset
[7] SUN RGB-D
[8] From depth map to point cloud. How to convert a RGBD image to points… | by
yodayoda | Map for Robots | Medium
## Related posts
View all
No results found.
There are no results with this criteria. Try changing your search.
Large Language Model
Large Language Model
Foundation Models
Foundation Models
Corporate
Corporate
People
People
Structured Data | scraping/output/-8232651017417611530.txt | [
0.05700674653053284,
0.005083975847810507,
-0.031792886555194855,
-0.025058865547180176,
0.026319289579987526,
-0.03117651306092739,
0.06412793695926666,
0.06589511781930923,
0.07027832418680191,
-0.0347326323390007,
0.00994996726512909,
0.03609442338347435,
0.024698389694094658,
-0.059128012508153915,
-0.024744171649217606,
0.06129327788949013,
0.04593144729733467,
-0.05505472794175148,
-0.052204862236976624,
-0.047825224697589874,
0.02822067216038704,
0.011807831935584545,
-0.06540785729885101,
0.03486761450767517,
0.05403601750731468,
-0.0072256107814610004,
-0.05654047057032585,
-0.004959567449986935,
0.05478663742542267,
-0.059108734130859375,
-0.03728778287768364,
-0.06920962035655975,
0.07924026250839233,
-0.05948684737086296,
0.058121342211961746,
-0.02351284585893154,
-0.03636641800403595,
-0.03638734668493271,
0.04722976312041283,
-0.07705001533031464,
-0.011261901818215847,
0.04563130438327789,
0.029176943004131317,
0.043133385479450226,
0.04124658182263374,
0.06641242653131485,
-0.009711275808513165,
0.020735323429107666,
-0.0038162418641149998,
-0.04280145466327667,
-0.06157872453331947,
0.042803119868040085,
0.012302356772124767,
0.025532100349664688,
0.02732214145362377,
-0.07544581592082977,
-0.06634660065174103,
-0.05075812339782715,
-0.05880819261074066,
0.06716489791870117,
0.03275986760854721,
-0.07715121656656265,
0.0021808170713484287,
-0.0007384802447631955,
0.07844018191099167,
0.07434951514005661,
0.021947376430034637,
0.007426101248711348,
-0.07106425613164902,
-0.05987309291958809,
-0.060087647289037704,
0.056953832507133484,
0.006214810069650412,
-0.07612309604883194,
0.05631605163216591,
-0.01002974808216095,
0.01833777129650116,
-0.03636021167039871,
0.03168875351548195,
-0.04710887745022774,
-0.0474330373108387,
-0.05027611926198006,
-0.05359743535518646,
0.028727881610393524,
-0.07032269239425659,
0.06044325977563858,
0.054381709545850754,
-0.07332071661949158,
0.07110635191202164,
-0.0383676216006279,
0.031982600688934326,
0.05486035346984863,
-0.07851099967956543,
-0.06836896389722824,
-0.01846996136009693,
-0.07782875001430511,
-0.038148846477270126,
0.03065445087850094,
0.07520316541194916,
-0.016775188967585564,
0.07370851188898087,
-0.034520819783210754,
0.08311881124973297,
-0.0507744662463665,
-0.046348921954631805,
0.05486280843615532,
0.010712981224060059,
-0.08691062778234482,
0.01657569222152233,
-0.02927328087389469,
-0.03674660250544548,
0.06355469673871994,
0.08458342403173447,
0.028762128204107285,
-0.070870041847229,
-0.021596631035208702,
-0.02080071158707142,
-0.06593286991119385,
0.021202364936470985,
-0.044890161603689194,
0.09539694339036942,
-0.04366724565625191,
-0.07829765975475311,
-0.05740983411669731,
-0.02129056677222252,
-0.01577790267765522,
0.005520245525985956,
0.02131117694079876,
0.010039741173386574,
0.023755107074975967,
0.061621055006980896,
0.022565854713320732,
0.03768269345164299,
0.055879756808280945,
0.04440159723162651,
0.07354903221130371,
-0.09287220239639282,
-0.0036059326957911253,
-0.055862896144390106,
-0.0485064722597599,
-0.030330145731568336,
0.05989275127649307,
-0.03631390258669853,
0.04853082820773125,
0.07182184606790543,
0.04532713443040848,
0.0805174857378006,
-0.04959370195865631,
0.05085170641541481,
0.02044222131371498,
0.06710150837898254,
-0.01382796373218298,
0.04554601386189461,
0.019402751699090004,
0.05183838680386543,
-0.031111249700188637,
-0.08183474838733673,
-0.04394333437085152,
0.030230512842535973,
0.07841365039348602,
-0.07272590696811676,
-0.0440569743514061,
-0.06009824946522713,
-0.037092424929142,
-0.015806002542376518,
-0.007889204658567905,
0.032808996737003326,
0.05488859862089157,
-0.03770417720079422,
-0.06479734927415848,
-0.07927770167589188,
0.05195266753435135,
-0.060132309794425964,
0.04926261678338051,
-0.03186419606208801,
0.029248476028442383,
-0.04974587261676788,
0.04980750381946564,
0.0563649944961071,
0.049850232899188995,
-0.09780916571617126,
-0.0008448820444755256,
-0.10378214716911316,
-0.06219508498907089,
-0.09231182932853699,
-0.06425154209136963,
-0.02909826673567295,
0.038295768201351166,
0.041869934648275375,
-0.02746574580669403,
0.0114215649664402,
0.048125747591257095,
-0.03929237648844719,
-0.07673509418964386,
-0.04749307036399841,
0.027561618015170097,
0.005079173482954502,
0.06714637577533722,
0.020286135375499725,
0.06591995805501938,
-0.01534009724855423,
-0.04325220361351967,
0.013486051000654697,
0.0475894957780838,
0.04773128777742386,
0.0076519702561199665,
-0.04987015202641487,
0.07741241902112961,
-0.03332897275686264,
0.05540480837225914,
0.08423393964767456,
-0.0712096318602562,
-0.053206752985715866,
0.03729702904820442,
-0.013687715865671635,
-0.0023216642439365387,
0.006400695536285639,
0.09031178802251816,
-0.033304549753665924,
0.06737872958183289,
0.008436019532382488,
-0.024106958881020546,
0.048022545874118805,
-0.07606981694698334,
-0.020504791289567947,
0.07245542109012604,
0.066362164914608,
-0.05702077969908714,
-0.02820632793009281,
0.0020372485741972923,
-0.053386375308036804,
-0.04033710062503815,
-0.015287425369024277,
-0.051635075360536575,
-0.06312510371208191,
-0.040725916624069214,
-0.02829386666417122,
0.04559703916311264,
0.09159815311431885,
-0.039046578109264374,
-0.0519450381398201,
-0.045114144682884216,
0.043171290308237076,
-0.0028196845669299364,
0.02729460410773754,
-0.0639154240489006,
-0.01590004749596119,
0.04310678318142891,
-0.013900546357035637,
0.0024952315725386143,
0.03156163543462753,
-0.02270791120827198,
-0.05919266864657402,
-0.020000778138637543,
-0.02667565643787384,
0.09810785949230194,
0.05767900496721268,
0.06617260724306107,
-0.0014236370334401727,
0.06453729420900345,
0.029829692095518112,
-0.007447761483490467,
0.07734464108943939,
0.0640447735786438,
0.05530837923288345,
0.011145397089421749,
-0.03037419728934765,
-0.06346601992845535,
-0.04351777955889702,
-0.0376761294901371,
-0.0503879152238369,
0.01992916688323021,
-0.007162403780966997,
-0.051973506808280945,
-0.07222090661525726,
-0.032125260680913925,
0.030685599893331528,
0.07205482572317123,
-0.0050570908933877945,
-0.03959953784942627,
0.09127401560544968,
-0.0010665556183084846,
0.026018476113677025,
0.024730835109949112,
0.052919741719961166,
-0.03948473185300827,
-0.002799318404868245,
0.07444966584444046,
-0.035940688103437424,
-0.03747102990746498,
-0.08248564600944519,
-0.06380684673786163,
0.07210313528776169,
-0.06517139822244644,
0.09522706270217896,
0.05160174146294594,
0.02370426245033741,
0.056477390229701996,
-0.04423843324184418,
0.027895743027329445,
-0.03496171161532402,
-0.06108499690890312,
0.010114267468452454,
0.06472357362508774,
-0.040033008903265,
0.024934029206633568,
0.010761646553874016,
0.0024405098520219326,
0.08987223356962204,
0.005511439871042967,
0.08875230699777603,
0.007113402709364891,
-0.06876841932535172,
0.011576094664633274,
0.059501271694898605,
0.07491365075111389,
-0.008603325113654137,
0.031590238213539124,
-0.11095640808343887,
-0.04368824139237404,
-0.03382723405957222,
-0.09299997240304947,
0.002875683130696416,
-0.11065623164176941,
0.027043979614973068,
0.046020492911338806,
-0.0696122869849205,
-0.018252650275826454,
0.02415156550705433,
-0.008592475205659866,
0.04803694039583206,
-0.03988342732191086,
-0.06218741461634636,
0.05033094435930252,
-0.05750994756817818,
-0.0713639035820961,
-0.008249974809587002,
0.1070476695895195,
-0.09314104914665222,
-0.011928824707865715,
0.0374675914645195,
0.018975738435983658,
-0.08243647962808609,
0.006315631326287985,
-0.027443185448646545,
-0.07623162120580673,
0.07907722890377045,
-0.025063684210181236,
-0.03320641070604324,
0.030964184552431107,
0.10580286383628845,
-0.06500304490327835,
0.023036804050207138,
0.043896064162254333,
-0.07149547338485718,
0.04128626734018326,
-0.014493370428681374,
-0.0490083247423172,
0.09483403712511063,
0.06324022263288498,
-0.025214817374944687,
-0.02616744488477707,
0.07211563736200333,
0.0436868816614151,
0.04230454936623573,
0.043964605778455734,
-0.01766880601644516,
0.008930209092795849,
0.03085298463702202,
-0.01999593712389469,
0.08492381870746613,
0.058737583458423615,
-0.0344567708671093,
-0.0018983508925884962,
-0.04223407059907913,
-0.0670640766620636,
-0.05388568714261055,
0.008884494192898273,
-0.04248029738664627,
-0.019668733701109886,
0.06527537852525711,
0.060728900134563446,
0.028815634548664093,
0.034126829355955124
] |
Large Language Model
Large Language Model
Foundation Models
Foundation Models
Corporate
Corporate
People
People
Structured Data
Structured Data
Chat GPT
Chat GPT
Sustainability
Sustainability
Voice & Sound
Voice & Sound
Front-End Development
Front-End Development
Data Protection & Security
Data Protection & Security
Responsible/ Ethical AI
Responsible/ Ethical AI
Infrastructure
Infrastructure
Hardware & sensors
Hardware & sensors
MLOps
MLOps
Generative AI
Generative AI
Natural language processing
Natural language processing
Computer vision
Computer vision
Accelerating businesses with AI technology & experts
Contact:
info@ml6.eu
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions | scraping/output/-8232651017417611530.txt | [
0.018572350963950157,
-0.008390937000513077,
-0.0347292497754097,
-0.03515231981873512,
0.05479133129119873,
-0.053400252014398575,
0.08727165311574936,
0.06779193878173828,
0.04885808378458023,
-0.04662863165140152,
0.027173444628715515,
0.02175803668797016,
0.039462048560380936,
-0.04828133061528206,
-0.02216857485473156,
0.0498814731836319,
0.024527182802557945,
-0.051546234637498856,
-0.026197204366326332,
-0.062020089477300644,
0.03541100025177002,
0.00002410285742371343,
-0.0643855407834053,
0.07465075701475143,
0.06791888922452927,
0.03384222462773323,
-0.057910360395908356,
-0.011652880348265171,
0.03328005596995354,
-0.0255950428545475,
-0.00597514258697629,
-0.042271941900253296,
0.061267223209142685,
-0.06792433559894562,
0.025202231481671333,
0.003544941544532776,
-0.03517569601535797,
-0.02411382831633091,
0.04921022057533264,
-0.09981013089418411,
-0.004707724787294865,
0.055492572486400604,
0.008706353604793549,
0.04057794436812401,
0.020928794518113136,
0.056830085813999176,
-0.0244104266166687,
0.04740757867693901,
-0.006774820387363434,
-0.04359601438045502,
-0.05730796232819557,
0.05866941437125206,
0.038573749363422394,
0.0368955098092556,
0.07197172194719315,
-0.07479202747344971,
-0.08731566369533539,
-0.06689897179603577,
-0.06138089299201965,
0.035155750811100006,
0.04652344435453415,
-0.06491919606924057,
-0.013687802478671074,
0.029309703037142754,
0.08808764070272446,
0.0949762612581253,
0.02435407042503357,
0.03220710903406143,
-0.08721573650836945,
-0.05653458833694458,
-0.030031777918338776,
0.07792836427688599,
0.02816006913781166,
-0.058950792998075485,
-0.0011087910970672965,
0.028541600331664085,
0.0031504991929978132,
-0.07297831028699875,
0.030824709683656693,
-0.028478853404521942,
-0.059409260749816895,
-0.03922731429338455,
-0.05217017978429794,
0.018813038244843483,
-0.06812196969985962,
0.05931948497891426,
0.05394771322607994,
-0.06266696006059647,
0.0912206843495369,
-0.04199361428618431,
0.054995547980070114,
0.05884057283401489,
-0.04699482396245003,
-0.041598185896873474,
-0.021451793611049652,
-0.07465159147977829,
-0.051796555519104004,
0.06281716376543045,
0.06590637564659119,
-0.06173860654234886,
0.05005817115306854,
-0.045791145414114,
0.08276960253715515,
-0.057888176292181015,
-0.033709816634655,
0.025647001340985298,
0.032272472977638245,
-0.09247802197933197,
0.04563736543059349,
-0.06707245111465454,
-0.07009085267782211,
0.07143096625804901,
0.07875072211027145,
0.039985109120607376,
-0.061246052384376526,
-0.022882085293531418,
-0.027089590206742287,
-0.04271106794476509,
0.011765137314796448,
-0.03081624209880829,
0.10247807949781418,
-0.0512428879737854,
-0.08393692225217819,
-0.07366824150085449,
-0.03262242674827576,
-0.019141841679811478,
-0.019319215789437294,
0.04097262769937515,
-0.007777118589729071,
0.02782183699309826,
-0.004012127872556448,
0.02144363708794117,
0.035791926085948944,
0.05326216667890549,
0.08793734014034271,
0.08622971177101135,
-0.0785239115357399,
-0.0266338549554348,
-0.05299703776836395,
-0.04213327541947365,
-0.037221286445856094,
0.04679896682500839,
-0.021366002038121223,
0.04336575046181679,
0.036298297345638275,
0.03644423186779022,
0.08273672312498093,
-0.06611963361501694,
0.062120500952005386,
-0.009787148796021938,
0.07931534200906754,
-0.014021002687513828,
0.10026976466178894,
0.0352061428129673,
0.03992760553956032,
-0.04889780655503273,
-0.0472232885658741,
-0.056955575942993164,
0.027811240404844284,
0.059834785759449005,
-0.05557473003864288,
-0.04423917457461357,
-0.05309790000319481,
-0.005182506516575813,
-0.056460924446582794,
-0.00816924124956131,
0.04085995629429817,
0.07093282788991928,
-0.04924991726875305,
-0.07311606407165527,
-0.08020002394914627,
0.03421984612941742,
-0.06842754781246185,
0.07206093519926071,
-0.040836844593286514,
0.044001251459121704,
-0.06054307520389557,
0.03266942873597145,
0.03187329322099686,
0.07379177957773209,
-0.07703466713428497,
-0.013063859194517136,
-0.08356189727783203,
-0.06438590586185455,
-0.09257060289382935,
-0.07653289288282394,
-0.023963147774338722,
0.03345640003681183,
0.03471415489912033,
-0.04404037818312645,
0.017018117010593414,
0.03938485309481621,
-0.04780523478984833,
-0.06851497292518616,
-0.06483425945043564,
0.022575408220291138,
-0.033847272396087646,
0.04163704067468643,
0.045928582549095154,
0.05766548588871956,
0.013061408884823322,
-0.004569314885884523,
0.01841619238257408,
0.04263412579894066,
0.05863372981548309,
0.0016535460017621517,
-0.03169265016913414,
0.06107398122549057,
-0.04375076666474342,
0.04212528094649315,
0.04464404657483101,
-0.06551191955804825,
-0.04909290000796318,
0.038979314267635345,
0.021258065477013588,
-0.024712415412068367,
0.023223331198096275,
0.08797662705183029,
-0.05269968882203102,
0.05788257718086243,
0.018250396475195885,
-0.025374479591846466,
0.07007844001054764,
-0.08320117741823196,
0.00025965445092879236,
0.04598989710211754,
0.07246612012386322,
-0.05504835024476051,
-0.042392849922180176,
0.03195594996213913,
-0.06450062990188599,
-0.029638363048434258,
-0.05360374227166176,
-0.07360877096652985,
-0.032761894166469574,
-0.04942132160067558,
-0.024829093366861343,
0.04490546137094498,
0.06962493062019348,
-0.036333680152893066,
-0.06027486175298691,
-0.053975529968738556,
0.035427361726760864,
-0.049573156982660294,
0.049352116882801056,
-0.0597112663090229,
0.005540816579014063,
0.03235151618719101,
0.010295518673956394,
0.017613500356674194,
0.044077642261981964,
-0.021147044375538826,
-0.010940085165202618,
-0.028278427198529243,
-0.040155086666345596,
0.05652724578976631,
0.06283052265644073,
0.0864548459649086,
-0.07121872901916504,
0.061005473136901855,
0.04530033841729164,
-0.02682439796626568,
0.07075425237417221,
0.04943303018808365,
0.044017113745212555,
0.03341608867049217,
-0.02647865004837513,
-0.05803585425019264,
-0.05229294300079346,
-0.053848400712013245,
-0.05761128291487694,
0.052911482751369476,
0.020490508526563644,
-0.04791957139968872,
-0.05633028969168663,
-0.05080879479646683,
0.005256388336420059,
0.07763843238353729,
-0.0338866151869297,
0.0020522866398096085,
0.07089567184448242,
-0.0003550273831933737,
0.03578934445977211,
0.03526093065738678,
0.006410827860236168,
-0.047633394598960876,
-0.012041541747748852,
0.0509026013314724,
-0.03994292765855789,
-0.06301480531692505,
-0.04015067219734192,
-0.0823182463645935,
0.030871199443936348,
-0.02053515613079071,
0.09042240679264069,
0.03977280855178833,
0.009530500508844852,
0.04577220603823662,
-0.05648496374487877,
0.04365139827132225,
-0.012566030956804752,
-0.0296283308416605,
0.07054092735052109,
0.07784673571586609,
-0.026965400204062462,
0.01814103312790394,
0.004112446680665016,
0.019898543134331703,
0.04859983175992966,
0.012212644331157207,
0.03990686312317848,
0.018978627398610115,
-0.024588432163000107,
0.00006290166493272409,
0.05354582518339157,
0.08175774663686752,
-0.014936554245650768,
0.04368064925074577,
-0.10475179553031921,
-0.0498228594660759,
-0.03593779727816582,
-0.06741324812173843,
0.018033497035503387,
-0.08174491673707962,
0.03370098024606705,
0.06680842489004135,
-0.08786077052354813,
-0.017784131690859795,
0.04920748621225357,
0.010707907378673553,
0.04193282127380371,
-0.04222608730196953,
-0.03979388251900673,
0.054990388453006744,
-0.029745284467935562,
-0.01711510866880417,
-0.028261510655283928,
0.08330532163381577,
-0.087056964635849,
-0.06033037602901459,
0.03412674367427826,
0.02461414225399494,
-0.0743689239025116,
0.033472780138254166,
-0.024121591821312904,
-0.0422663651406765,
0.08537276834249496,
-0.022754089906811714,
-0.034465491771698,
0.02477511204779148,
0.10176601260900497,
-0.08478092402219772,
0.01669926941394806,
0.03805902972817421,
-0.0596967376768589,
0.07885236293077469,
-0.06940051168203354,
-0.030163249000906944,
0.08530397713184357,
0.06655166298151016,
-0.07660190016031265,
-0.05871598422527313,
0.032859403640031815,
0.043648626655340195,
0.017812712118029594,
0.052728526294231415,
-0.023153215646743774,
0.00893658772110939,
0.03874344751238823,
-0.016070203855633736,
0.07375558465719223,
0.06931860744953156,
-0.0559215247631073,
0.010918459855020046,
-0.04816872254014015,
-0.0676821768283844,
-0.04580875113606453,
0.015891971066594124,
-0.04075887054204941,
-0.04710053279995918,
0.03773055970668793,
0.0472530759871006,
0.02017514407634735,
0.0750078558921814
] |
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/-8232651017417611530.txt | [
0.010457908734679222,
-0.02084244415163994,
-0.03322838619351387,
-0.046558063477277756,
0.043493013828992844,
-0.05428045615553856,
0.06987712532281876,
0.10118203610181808,
0.059176042675971985,
-0.02680317685008049,
0.052889104932546616,
0.04530050605535507,
0.05309084430336952,
-0.02527790516614914,
-0.03835419937968254,
0.04929647222161293,
0.028937283903360367,
-0.03720393031835556,
-0.0634542778134346,
-0.051227062940597534,
0.00544577743858099,
0.010379774495959282,
-0.06251227855682373,
0.05010028928518295,
0.06436131149530411,
0.052650775760412216,
-0.025436637923121452,
0.004096637014299631,
0.050084732472896576,
-0.03927773982286453,
-0.05431967228651047,
-0.04528395086526871,
0.06089193746447563,
-0.08195258677005768,
0.0517294779419899,
0.031657811254262924,
-0.05517539754509926,
-0.03566939756274223,
0.0410270057618618,
-0.08852006494998932,
-0.004683388862758875,
-0.003187403781339526,
0.01819835603237152,
0.05446816608309746,
0.0010507835540920496,
0.057235222309827805,
-0.02795952558517456,
0.03209574148058891,
-0.01758318953216076,
-0.01953681744635105,
-0.06059589236974716,
0.050687361508607864,
0.0010662020649760962,
0.04648536816239357,
0.061711668968200684,
-0.05734148249030113,
-0.0968858003616333,
-0.06594118475914001,
-0.0605287104845047,
0.05630764365196228,
0.052082594484090805,
-0.08230283856391907,
0.036678921431303024,
0.0438133142888546,
0.08722110092639923,
0.07754304260015488,
0.02977449633181095,
0.04551592841744423,
-0.09073232114315033,
-0.04789642244577408,
-0.06993536651134491,
0.06592432409524918,
0.0122805405408144,
-0.0703086331486702,
0.0009412035578861833,
0.04687485471367836,
0.038344528526067734,
-0.06897342950105667,
0.02495003119111061,
-0.03164396435022354,
-0.06650439649820328,
-0.04169664531946182,
-0.040963154286146164,
0.03402184322476387,
-0.052829641848802567,
0.04803667590022087,
0.04248941317200661,
-0.0672607496380806,
0.04880477488040924,
-0.0491860993206501,
0.046873606741428375,
0.05048740655183792,
-0.08528939634561539,
-0.06038856878876686,
-0.035504501312971115,
-0.07704438269138336,
-0.02924134023487568,
0.0546111986041069,
0.04047713056206703,
-0.05463864654302597,
0.060289204120635986,
-0.060427963733673096,
0.0652787834405899,
-0.05850505083799362,
-0.041873615235090256,
0.05243821442127228,
0.03311194106936455,
-0.08161371201276779,
0.07258850336074829,
-0.06733838468790054,
-0.046362631022930145,
0.04758571833372116,
0.08421599119901657,
0.08219793438911438,
-0.06535974889993668,
-0.03969413414597511,
-0.012700122781097889,
-0.0648655891418457,
0.01378908846527338,
-0.010392067953944206,
0.08464732766151428,
-0.03733503445982933,
-0.0686531513929367,
-0.0672202780842781,
-0.042856089770793915,
-0.032690584659576416,
0.013538465835154057,
0.03441351279616356,
-0.009514857083559036,
0.025198940187692642,
0.027458390220999718,
0.05350040644407272,
0.017742585390806198,
0.08630352467298508,
0.07599474489688873,
0.08404120057821274,
-0.06521745771169662,
-0.030356163159012794,
-0.03677085414528847,
-0.03295590728521347,
-0.042317766696214676,
0.05930560827255249,
-0.0347009040415287,
0.06471826881170273,
0.0672387182712555,
0.025412630289793015,
0.10953763127326965,
-0.04579449072480202,
0.06739017367362976,
-0.011249205097556114,
0.08916044980287552,
-0.021038420498371124,
0.0895928218960762,
0.04934804141521454,
0.05739179626107216,
-0.06303895264863968,
-0.04737774282693863,
-0.03240426629781723,
0.037251055240631104,
0.04832527041435242,
-0.054218895733356476,
-0.04842676594853401,
-0.053591299802064896,
-0.02317478507757187,
-0.056898441165685654,
-0.018695740029215813,
0.025036757811903954,
0.06798236072063446,
-0.06467372924089432,
-0.05582623928785324,
-0.045022618025541306,
0.038243815302848816,
-0.04365815594792366,
0.08572462201118469,
-0.014902917668223381,
0.05639812350273132,
-0.06745938211679459,
0.05357997119426727,
0.057672061026096344,
0.041523322463035583,
-0.04894603416323662,
-0.049151524901390076,
-0.05838065966963768,
-0.03836779296398163,
-0.06960955262184143,
-0.0543547049164772,
-0.04522152617573738,
0.02665519528090954,
0.047088153660297394,
-0.024975061416625977,
-0.007403222844004631,
0.035275354981422424,
-0.05602985993027687,
-0.06418753415346146,
-0.05604523420333862,
0.024694252759218216,
-0.03094966523349285,
0.07689879089593887,
0.05249669775366783,
0.031422846019268036,
0.007029277738183737,
-0.015778735280036926,
0.07850589603185654,
0.04826195910573006,
0.04083778336644173,
-0.01996607892215252,
-0.02723044902086258,
0.06052045896649361,
-0.05351206287741661,
0.061433032155036926,
0.06494741141796112,
-0.03591212257742882,
-0.04463529586791992,
0.04023462533950806,
0.0010495049646124244,
-0.024303706362843513,
0.03934285417199135,
0.0924154669046402,
-0.05018379166722298,
0.04097568988800049,
0.021226104348897934,
-0.031798090785741806,
0.04153012856841087,
-0.09471721202135086,
-0.012088034301996231,
0.01850483939051628,
0.05180362984538078,
-0.07703594863414764,
-0.03472418338060379,
0.0500812865793705,
-0.025680338963866234,
-0.04502257704734802,
-0.06707610189914703,
-0.07991175353527069,
-0.055071648210287094,
-0.05490388348698616,
-0.028093520551919937,
0.05135795474052429,
0.05870167165994644,
-0.05727674067020416,
-0.07026854902505875,
-0.05743057653307915,
0.03317275270819664,
-0.06149904429912567,
0.03968553617596626,
-0.03285706043243408,
-0.03088931180536747,
0.011844775639474392,
-0.017746813595294952,
0.024340013042092323,
0.019245613366365433,
-0.0352252721786499,
-0.02611786313354969,
-0.02680988982319832,
-0.06680720299482346,
0.053651753813028336,
0.04758239910006523,
0.06816388666629791,
-0.05752215534448624,
0.04468027874827385,
0.014642608352005482,
-0.03230421990156174,
0.09413599967956543,
0.05256018042564392,
0.03153392672538757,
0.032379504293203354,
-0.018574103713035583,
-0.06125246733427048,
-0.04685293883085251,
-0.05501892417669296,
-0.055452898144721985,
0.0743829533457756,
0.032920315861701965,
-0.05387149006128311,
-0.06750171631574631,
-0.020714526996016502,
-0.012111064046621323,
0.062363214790821075,
-0.05561663955450058,
-0.044743720442056656,
0.0750059112906456,
0.010473884642124176,
0.05619831755757332,
0.06632357090711594,
0.048020824790000916,
-0.023593153804540634,
0.0006670353468507528,
0.059032801538705826,
-0.04927971959114075,
-0.05940167233347893,
-0.02945939637720585,
-0.056424129754304886,
0.029974395409226418,
-0.038626689463853836,
0.08410926163196564,
0.04109230265021324,
-0.004949592519551516,
0.062308408319950104,
-0.044520456343889236,
0.039777662605047226,
-0.02612171694636345,
-0.015325238928198814,
0.05044540390372276,
0.07161856442689896,
-0.05257616564631462,
0.03025471419095993,
0.0065609789453446865,
0.03395618498325348,
0.028108078986406326,
0.016107872128486633,
0.05200221389532089,
0.060436755418777466,
-0.04367334395647049,
-0.024562794715166092,
0.037661295384168625,
0.07627837359905243,
-0.024704739451408386,
0.05626632645726204,
-0.09160306304693222,
-0.0514143705368042,
-0.01869918592274189,
-0.029133711010217667,
0.0063036466017365456,
-0.09152480214834213,
0.046586573123931885,
0.0651826560497284,
-0.08178109675645828,
-0.03924169763922691,
0.037571560591459274,
0.010962777771055698,
0.011693449690937996,
-0.04612964764237404,
-0.04333970695734024,
0.046092357486486435,
-0.049176175147295,
-0.05969235301017761,
-0.010913779027760029,
0.050394605845212936,
-0.0671771988272667,
-0.07412216067314148,
0.02121133729815483,
0.029096217826008797,
-0.08339501917362213,
0.02840099111199379,
-0.04430855065584183,
-0.051437679678201675,
0.06690087914466858,
-0.021834736689925194,
-0.03326941654086113,
0.023185059428215027,
0.09386403113603592,
-0.09041508287191391,
0.02725401520729065,
0.0501653216779232,
-0.06588821858167648,
0.05536603182554245,
-0.05053045600652695,
-0.03576763719320297,
0.08477193862199783,
0.07329346984624863,
-0.06430548429489136,
-0.04951837658882141,
0.03854469582438469,
0.04245749115943909,
0.017356881871819496,
0.07100003212690353,
-0.036179784685373306,
-0.002264025155454874,
0.03316085413098335,
-0.02570328302681446,
0.07176268845796585,
0.08403410762548447,
-0.04610809311270714,
0.005163280293345451,
-0.021113067865371704,
-0.04959694668650627,
-0.044960830360651016,
0.02280697226524353,
-0.03287608548998833,
-0.04202193394303322,
0.039174437522888184,
0.039029885083436966,
0.0026185994502156973,
0.0386362224817276
] |
# Front-End Development | scraping/output/2976252341011593358.txt | [
0.0357445664703846,
-0.021723300218582153,
-0.04457899183034897,
-0.08442120254039764,
0.038767144083976746,
-0.017673619091510773,
0.03083217516541481,
0.014642663300037384,
0.04410943388938904,
-0.02680986560881138,
0.05340109020471573,
0.05247315764427185,
0.054191168397665024,
-0.043755754828453064,
-0.08558174967765808,
0.021978050470352173,
0.06805998086929321,
-0.03992924094200134,
-0.06299909204244614,
-0.03906608745455742,
0.0441301167011261,
-0.02687717415392399,
-0.037829916924238205,
0.053689099848270416,
0.03189239650964737,
0.02104581706225872,
-0.014155108481645584,
0.02608698047697544,
0.046627070754766464,
-0.06764572858810425,
-0.03615819662809372,
-0.04102621600031853,
0.050020329654216766,
-0.04984109476208687,
0.05681690573692322,
0.07424841821193695,
-0.05356967821717262,
-0.03964581713080406,
0.03703807666897774,
-0.07584460824728012,
-0.009216834791004658,
0.07135165482759476,
0.03958362340927124,
0.10419538617134094,
0.01923421397805214,
0.032196465879678726,
-0.013636848889291286,
0.028460608795285225,
-0.053664661943912506,
-0.03802351653575897,
-0.06659519672393799,
0.0751158818602562,
0.03639380261301994,
0.040369655936956406,
0.04155709967017174,
-0.04004380851984024,
-0.004021948203444481,
-0.06269486248493195,
-0.04751959815621376,
0.04878956824541092,
0.06986602395772934,
0.01629006676375866,
-0.0026002158410847187,
0.020086416974663734,
0.09265392273664474,
0.04528222233057022,
0.039801787585020065,
0.047709763050079346,
-0.01891903765499592,
-0.000367671629646793,
-0.0262822937220335,
0.07287383824586868,
-0.018518051132559776,
0.0027276379987597466,
0.049590498208999634,
0.006907112430781126,
0.007496010046452284,
-0.058097850531339645,
0.06112056225538254,
-0.024562209844589233,
-0.07556027919054031,
-0.040304914116859436,
-0.05277342349290848,
0.02738036774098873,
-0.04144257679581642,
0.03576573356986046,
0.03432968631386757,
-0.044831644743680954,
0.06891849637031555,
-0.040698278695344925,
0.09466775506734848,
0.05397120118141174,
-0.04526359960436821,
-0.07309581339359283,
-0.09463975578546524,
-0.042123325169086456,
-0.05589422583580017,
0.06638862192630768,
0.039687272161245346,
-0.05963492393493652,
0.03574657440185547,
-0.08353183418512344,
0.06872919946908951,
-0.09564825892448425,
-0.06139034032821655,
0.048747431486845016,
0.013162723742425442,
-0.07751771062612534,
0.04591343179345131,
-0.04737573117017746,
-0.023402830585837364,
0.024611609056591988,
0.058168359100818634,
0.048438020050525665,
-0.06490416079759598,
-0.044926680624485016,
0.007596010807901621,
-0.0780746191740036,
0.037129588425159454,
-0.05748559162020683,
0.04299219325184822,
-0.021758418530225754,
-0.05454084277153015,
-0.08544255048036575,
-0.0724087581038475,
-0.06717143952846527,
0.03529168665409088,
0.023934639990329742,
0.028771789744496346,
-0.008648514747619629,
0.04659262299537659,
0.04209737107157707,
0.05441456288099289,
0.05229146033525467,
0.05307390168309212,
0.039128053933382034,
-0.06941539794206619,
0.022953283041715622,
-0.04151858761906624,
-0.04425153136253357,
-0.040350016206502914,
0.03677433729171753,
-0.028221791610121727,
0.06547477096319199,
-0.0019558186177164316,
0.0359405055642128,
0.11493993550539017,
-0.04329250752925873,
0.07275602966547012,
-0.03598490357398987,
0.06710851192474365,
-0.03737868368625641,
0.054391276091337204,
0.02371787466108799,
0.061692651361227036,
-0.020481904968619347,
-0.03721575811505318,
-0.030711118131875992,
0.07765565812587738,
0.07045848667621613,
-0.06383164972066879,
-0.06576916575431824,
-0.08389351516962051,
-0.04058908671140671,
-0.06811597943305969,
-0.08404501527547836,
0.03840324282646179,
0.06658460944890976,
-0.061839085072278976,
-0.02597050741314888,
-0.07393844425678253,
0.04620128870010376,
-0.0668509379029274,
0.04808047413825989,
-0.01568184420466423,
0.029097964987158775,
-0.047420721501111984,
0.023218518123030663,
0.08593578636646271,
0.02658866159617901,
-0.03470700606703758,
-0.007582704070955515,
-0.09548508375883102,
-0.06273417174816132,
-0.10508451610803604,
-0.013151368126273155,
-0.0397598072886467,
0.027525560930371284,
-0.001852512825280428,
-0.025099441409111023,
0.03856610879302025,
0.025056738406419754,
-0.053889885544776917,
-0.03589392825961113,
-0.03995984420180321,
0.04607835039496422,
-0.05179888382554054,
0.020664647221565247,
0.019639091566205025,
0.0653473436832428,
-0.036004744470119476,
-0.03958156332373619,
0.06209525093436241,
0.018141094595193863,
0.08198599517345428,
0.03155698999762535,
-0.05270732566714287,
0.05833536386489868,
-0.03803662583231926,
0.03746344894170761,
0.01785891316831112,
-0.056061338633298874,
-0.07168243080377579,
0.06451237201690674,
-0.06522122025489807,
0.0269685760140419,
-0.008475721813738346,
0.05465645343065262,
-0.054529380053281784,
0.01557092647999525,
0.05959942564368248,
0.009298481978476048,
0.07913030683994293,
-0.06502313166856766,
-0.035543493926525116,
0.05759467929601669,
0.025366850197315216,
-0.05697166174650192,
-0.09079041332006454,
0.05336662009358406,
-0.05055961757898331,
-0.051994066685438156,
-0.07035659998655319,
-0.07881014049053192,
-0.0577157698571682,
-0.0668526440858841,
0.0016631718026474118,
0.053814977407455444,
0.034600839018821716,
-0.023198137059807777,
0.043395284563302994,
-0.0609663650393486,
0.011839020997285843,
-0.055266156792640686,
0.07343412190675735,
-0.008909868076443672,
-0.072422094643116,
0.033442772924900055,
-0.04582914710044861,
0.022294480353593826,
0.021519634872674942,
-0.04596998170018196,
-0.10104361176490784,
-0.05631557106971741,
-0.009294499643146992,
0.06146379932761192,
0.0823003277182579,
0.05625308305025101,
-0.03780597075819969,
0.024607865139842033,
0.05199761688709259,
-0.033696066588163376,
0.07474292814731598,
0.03714707866311073,
0.05857406184077263,
0.03433948755264282,
-0.06791971623897552,
-0.010700362734496593,
-0.04862421005964279,
0.0058118118904531,
-0.07135266810655594,
-0.008783169090747833,
0.04987707734107971,
-0.04600350931286812,
-0.011799154803156853,
-0.04750283807516098,
0.08547406643629074,
0.11011362075805664,
-0.0934804305434227,
-0.0710439532995224,
0.05725819617509842,
0.020222997292876244,
0.057974472641944885,
0.08258739858865738,
0.026042334735393524,
-0.023450011387467384,
-0.02528204768896103,
-0.007362990640103817,
-0.042573921382427216,
-0.030376523733139038,
-0.07669638842344284,
-0.042962491512298584,
0.0422617569565773,
-0.04815494269132614,
0.07965867966413498,
0.016476992517709732,
0.0212183129042387,
0.06808194518089294,
-0.03094281256198883,
0.08307983726263046,
-0.04826468974351883,
-0.028383323922753334,
0.022878579795360565,
0.04317871481180191,
-0.078550323843956,
0.009917732328176498,
-0.015346481464803219,
0.00885658711194992,
0.04707702249288559,
0.05248814821243286,
0.06747987121343613,
0.020362021401524544,
-0.05093615874648094,
-0.014582027681171894,
0.05199757218360901,
0.08592487126588821,
-0.013058020733296871,
0.025649940595030785,
-0.056160733103752136,
-0.040213774889707565,
-0.06668875366449356,
-0.037632450461387634,
0.021118277683854103,
-0.043931640684604645,
0.018773667514324188,
0.03246760740876198,
-0.06606722623109818,
-0.03159349784255028,
0.06435102969408035,
-0.0021319545339792967,
0.0399225652217865,
-0.04099303111433983,
-0.04763916879892349,
0.01594148576259613,
-0.04393557459115982,
-0.04044611379504204,
-0.03354792296886444,
0.06537578254938126,
-0.04532288759946823,
-0.05616818740963936,
0.022296693176031113,
0.04766569659113884,
-0.017899513244628906,
0.05585484951734543,
-0.035722676664590836,
-0.05234017223119736,
0.03197489306330681,
-0.02954953908920288,
-0.06634914129972458,
0.040581293404102325,
0.030520683154463768,
-0.09737000614404678,
0.014608198776841164,
0.02097514644265175,
0.04328648000955582,
0.06895416229963303,
-0.06086079031229019,
-0.006128636654466391,
0.033630773425102234,
0.059275299310684204,
-0.04234003648161888,
-0.029902979731559753,
0.04837590456008911,
0.06441420316696167,
0.0904303565621376,
0.02572329342365265,
-0.04208214208483696,
-0.005844860337674618,
0.021302329376339912,
-0.05222088843584061,
0.0690622627735138,
0.03535638749599457,
-0.04410477355122566,
0.010129879228770733,
-0.03405105695128441,
-0.10368933528661728,
-0.03823048621416092,
0.06148028001189232,
-0.0765460729598999,
-0.04848985746502876,
0.03666657954454422,
0.05665845051407814,
0.06858991086483002,
0.05641941726207733
] |
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
PressGentse ML6 is ‘Tech scale-up van het jaar’
May 26, 2023
# Gentse ML6 is ‘Tech scale-up van het jaar’
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Accelerating businesses with AI technology & experts
Contact: | scraping/output/-7841582850245623109.txt | [
0.019774317741394043,
-0.011914385482668877,
-0.05682382360100746,
-0.02896701917052269,
0.04765177518129349,
-0.06208521127700806,
0.06392400711774826,
0.09862840920686722,
0.04151071980595589,
-0.03731560707092285,
0.02333837002515793,
0.043599873781204224,
0.05525384470820427,
-0.03849939629435539,
-0.010869095101952553,
0.059877660125494,
0.024384265765547752,
-0.037957288324832916,
-0.03324492648243904,
-0.05626177415251732,
0.008718491531908512,
0.011088919825851917,
-0.05465606227517128,
0.06020667403936386,
0.06166015565395355,
0.02878020703792572,
-0.04658323526382446,
0.014859829097986221,
0.04135022312402725,
-0.010599485598504543,
-0.00629788963124156,
-0.061494648456573486,
0.04970020055770874,
-0.09044851362705231,
0.031147222965955734,
-0.012836207635700703,
-0.03215953707695007,
-0.0382993146777153,
0.05655775964260101,
-0.09678599238395691,
0.002368766814470291,
0.03810221329331398,
0.012696633115410805,
0.03917462378740311,
0.025109991431236267,
0.0352717861533165,
-0.024327024817466736,
0.04443639889359474,
-0.026742322370409966,
-0.04286421462893486,
-0.05700196325778961,
0.048459965735673904,
0.028530817478895187,
0.04001154005527496,
0.06244464963674545,
-0.06670091301202774,
-0.05042612552642822,
-0.07272172719240189,
-0.040542952716350555,
0.021165018901228905,
0.06709037721157074,
-0.07384849339723587,
0.00009758221131050959,
0.05448333919048309,
0.08256020396947861,
0.08146566897630692,
0.0042289793491363525,
0.023693718016147614,
-0.10463086515665054,
-0.054914332926273346,
-0.041125696152448654,
0.08015221357345581,
0.024655034765601158,
-0.07184335589408875,
-0.015136613510549068,
0.04851691424846649,
0.011573015712201595,
-0.06148196756839752,
0.03701958432793617,
-0.01755383610725403,
-0.040293969213962555,
-0.029711807146668434,
-0.05856814607977867,
-0.007689710706472397,
-0.08362534642219543,
0.04085879400372505,
0.03712261840701103,
-0.05599682778120041,
0.07174091786146164,
-0.027520781382918358,
0.03571584075689316,
0.0656103566288948,
-0.04870770871639252,
-0.053867049515247345,
-0.025397498160600662,
-0.07878484576940536,
-0.04017631709575653,
0.05368488281965256,
0.046120189130306244,
-0.054767344146966934,
0.045650724321603775,
-0.05985574424266815,
0.10865291953086853,
-0.0815117135643959,
-0.07811304926872253,
0.03960106894373894,
0.03970378264784813,
-0.09385720640420914,
0.03868456557393074,
-0.0766410082578659,
-0.07439286261796951,
0.06823757290840149,
0.07994897663593292,
0.05424750968813896,
-0.050934866070747375,
-0.008404773660004139,
-0.03800669312477112,
-0.04964727535843849,
-0.0010283353039994836,
-0.042633019387722015,
0.12455594539642334,
-0.06983432918787003,
-0.11148177087306976,
-0.08995412290096283,
-0.030329730361700058,
-0.023709438741207123,
-0.015360199846327305,
0.039509110152721405,
0.002362313214689493,
0.038529012352228165,
0.023749427869915962,
-0.00015645795792806894,
0.031468577682971954,
0.057973310351371765,
0.07270962744951248,
0.08802245557308197,
-0.06829012185335159,
-0.03217119351029396,
-0.057314883917570114,
-0.04769763723015785,
-0.017332691699266434,
0.030481703579425812,
-0.02048606611788273,
0.025425240397453308,
0.030230751261115074,
0.03090987354516983,
0.10842768847942352,
-0.05776069685816765,
0.0735737755894661,
-0.022323058918118477,
0.07908627390861511,
-0.021852385252714157,
0.08591441065073013,
0.0269076619297266,
0.03275671973824501,
-0.04360293224453926,
-0.07350284606218338,
-0.03556544706225395,
0.03517533838748932,
0.04956519976258278,
-0.04073060676455498,
-0.047286197543144226,
-0.018945293501019478,
-0.010115225799381733,
-0.04807012900710106,
0.00820853654295206,
0.06418344378471375,
0.057133350521326065,
-0.039154715836048126,
-0.07533252984285355,
-0.06260683387517929,
0.04154679551720619,
-0.06637176871299744,
0.05365016311407089,
-0.028638457879424095,
0.05722026899456978,
-0.07633621990680695,
0.05039549991488457,
0.034108150750398636,
0.06442917138338089,
-0.06796117126941681,
0.0010830335086211562,
-0.06292811781167984,
-0.048660021275281906,
-0.0827702134847641,
-0.07918615639209747,
-0.038083359599113464,
0.03130429983139038,
0.04037482663989067,
-0.05056887865066528,
-0.014609027653932571,
0.04021807387471199,
-0.06036274507641792,
-0.102195605635643,
-0.03498430177569389,
0.04175224527716637,
-0.003461707616224885,
0.04302360117435455,
0.05471513047814369,
0.046582404524087906,
0.013028929010033607,
-0.01847369596362114,
0.018606189638376236,
0.03813931718468666,
0.0674847662448883,
0.0005971186910755932,
-0.026100944727659225,
0.07950644195079803,
-0.03305675461888313,
0.04695485532283783,
0.05687617510557175,
-0.05578901991248131,
-0.02383093349635601,
0.03338545188307762,
0.012117894366383553,
-0.03720908239483833,
0.05409723147749901,
0.07458536326885223,
-0.06326993554830551,
0.0728277638554573,
0.03621156886219978,
-0.028621606528759003,
0.06717876344919205,
-0.08802349865436554,
-0.005258218850940466,
0.02468392439186573,
0.05462468042969704,
-0.06572940945625305,
-0.0344880037009716,
0.045527078211307526,
-0.0561039000749588,
-0.03771502524614334,
-0.04597749933600426,
-0.07249587029218674,
-0.02083881013095379,
-0.03555138036608696,
-0.020447906106710434,
0.0450945608317852,
0.06159600988030434,
-0.04571877419948578,
-0.06840828061103821,
-0.03292416036128998,
0.04627152532339096,
-0.06286025047302246,
0.0686439648270607,
-0.06796535104513168,
-0.0018185992958024144,
0.020945001393556595,
-0.0031766302417963743,
0.021021386608481407,
0.061522576957941055,
-0.020571306347846985,
-0.012696655467152596,
-0.036660086363554,
-0.06512383371591568,
0.06358665972948074,
0.05087548866868019,
0.10264278203248978,
-0.07875838875770569,
0.050428278744220734,
0.023289872333407402,
-0.0190719161182642,
0.07670819014310837,
0.053152814507484436,
0.03446072340011597,
0.03725844621658325,
-0.03108942322432995,
-0.046084582805633545,
-0.057579927146434784,
-0.04872019216418266,
-0.05166666954755783,
0.04271095618605614,
0.011568592861294746,
-0.032704584300518036,
-0.05553347244858742,
-0.022973280400037766,
-0.009409097954630852,
0.05818670988082886,
-0.028544537723064423,
-0.04283275827765465,
0.06545509397983551,
0.0023032736498862505,
0.023808736354112625,
0.05296723172068596,
0.018284957855939865,
-0.017787382006645203,
-0.034581683576107025,
0.06397579610347748,
-0.04664916917681694,
-0.06715850532054901,
-0.0485433004796505,
-0.0702374279499054,
0.01280371006578207,
-0.02853097952902317,
0.08956076949834824,
0.02530575543642044,
0.010493827052414417,
0.058752648532390594,
-0.05252217501401901,
0.055296435952186584,
0.004494109191000462,
-0.009443233720958233,
0.03534488007426262,
0.08677796274423599,
-0.02600574865937233,
0.014354130253195763,
-0.004165234509855509,
0.02813059464097023,
0.04989350214600563,
0.03155195713043213,
0.05796456336975098,
0.027266591787338257,
-0.049374569207429886,
0.003960784059017897,
0.04412854090332985,
0.0843634307384491,
-0.015723897144198418,
0.05115311220288277,
-0.10600794851779938,
-0.04299503192305565,
-0.027396313846111298,
-0.06772734224796295,
0.012363693676888943,
-0.08718696981668472,
0.014731571078300476,
0.06257923692464828,
-0.05717876926064491,
-0.0417417474091053,
0.04351767897605896,
0.012770830653607845,
0.015692073851823807,
-0.04494992271065712,
-0.019734246656298637,
0.06068238243460655,
-0.04854137450456619,
-0.04365706071257591,
-0.025726592168211937,
0.07148025184869766,
-0.08797714859247208,
-0.06993890553712845,
0.02876127138733864,
0.024945437908172607,
-0.08592687547206879,
0.04056135565042496,
-0.017971204593777657,
-0.019661976024508476,
0.08178591728210449,
-0.018130140379071236,
-0.05909300968050957,
0.03294088691473007,
0.07944896072149277,
-0.080179862678051,
0.028030943125486374,
0.04350292682647705,
-0.077813059091568,
0.06906554847955704,
-0.06122520565986633,
-0.03822998329997063,
0.07972745597362518,
0.06608131527900696,
-0.04977165162563324,
-0.0681099072098732,
0.05140993744134903,
0.03558161109685898,
0.022813325747847557,
0.04147496074438095,
-0.02234860323369503,
0.017470484599471092,
0.043125443160533905,
-0.008758221752941608,
0.048725832253694534,
0.08522354811429977,
-0.03896850720047951,
0.012191010639071465,
-0.014386014081537724,
-0.05606844276189804,
-0.04172631353139877,
0.026085592806339264,
-0.04481757804751396,
-0.012493569403886795,
0.03314715996384621,
0.05992167443037033,
0.024324875324964523,
0.07365626096725464
] |
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Accelerating businesses with AI technology & experts
Contact:
info@ml6.eu
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/-7841582850245623109.txt | [
0.008686860091984272,
-0.01621542125940323,
-0.046348486095666885,
-0.051930785179138184,
0.028213603422045708,
-0.05448893457651138,
0.0634782686829567,
0.09620913118124008,
0.061796244233846664,
-0.024815626442432404,
0.03879241272807121,
0.034564059227705,
0.03972554951906204,
-0.02744300849735737,
-0.034887101501226425,
0.056142065674066544,
0.03058280423283577,
-0.049400921911001205,
-0.05510185658931732,
-0.06494278460741043,
0.009817870333790779,
-0.0018759096274152398,
-0.05951816961169243,
0.04676155373454094,
0.04622575268149376,
0.051904115825891495,
-0.04383358359336853,
-0.005589026026427746,
0.033420395106077194,
-0.03382893279194832,
-0.030552642419934273,
-0.029857059940695763,
0.06947752088308334,
-0.08570683747529984,
0.041040562093257904,
0.026947015896439552,
-0.04125196486711502,
-0.034720636904239655,
0.044787075370550156,
-0.07899577915668488,
-0.0057428027503192425,
0.02214209921658039,
0.02453543245792389,
0.04598437249660492,
0.010196871124207973,
0.04627108946442604,
-0.020186079666018486,
0.04149544984102249,
-0.017928319051861763,
-0.030697736889123917,
-0.053346697241067886,
0.057402558624744415,
0.012139740400016308,
0.04634130373597145,
0.06476366519927979,
-0.060260970145463943,
-0.09408543258905411,
-0.0862090215086937,
-0.04637525975704193,
0.05813096836209297,
0.06113770231604576,
-0.09491763263940811,
0.021222012117505074,
0.05022875592112541,
0.0810687392950058,
0.06832468509674072,
0.03709619492292404,
0.043042588979005814,
-0.0963551476597786,
-0.06652556359767914,
-0.08565963059663773,
0.06613874435424805,
0.009594563394784927,
-0.06368229538202286,
-0.00864744745194912,
0.044173937290906906,
0.010047009214758873,
-0.06811971217393875,
0.02105831168591976,
-0.03149264305830002,
-0.05538094416260719,
-0.02141948603093624,
-0.051049306988716125,
0.015937279909849167,
-0.05761454999446869,
0.06984800845384598,
0.04722519591450691,
-0.06280694156885147,
0.05917209014296532,
-0.04845181852579117,
0.04531542956829071,
0.04344054311513901,
-0.07989341020584106,
-0.06436750292778015,
-0.04259778931736946,
-0.08683683723211288,
-0.02765812911093235,
0.056575946509838104,
0.050227921456098557,
-0.0656270757317543,
0.05555212125182152,
-0.0625658631324768,
0.07183704525232315,
-0.07020269334316254,
-0.04558279737830162,
0.03511892259120941,
0.02792508713901043,
-0.07319938391447067,
0.06796737760305405,
-0.07430168241262436,
-0.05320141464471817,
0.06068854033946991,
0.07164322584867477,
0.0740571916103363,
-0.07635122537612915,
-0.024783117696642876,
-0.014547785744071007,
-0.045814380049705505,
0.0034483622293919325,
-0.022879721596837044,
0.0930408388376236,
-0.048867229372262955,
-0.07558508962392807,
-0.057699285447597504,
-0.02826371043920517,
-0.03977569192647934,
-0.0015287490095943213,
0.036738280206918716,
-0.0014689489034935832,
0.02942025102674961,
0.02100878767669201,
0.03527085483074188,
0.024988455697894096,
0.08089417964220047,
0.077377550303936,
0.08121360093355179,
-0.08299998939037323,
-0.024599282070994377,
-0.042582862079143524,
-0.04015907272696495,
-0.03141211345791817,
0.05607199668884277,
-0.030848372727632523,
0.0602717325091362,
0.08354426175355911,
0.026938743889331818,
0.11667832732200623,
-0.044989705085754395,
0.06755711883306503,
-0.01021104771643877,
0.09051630645990372,
-0.019041288644075394,
0.06682956963777542,
0.06457596272230148,
0.05654768645763397,
-0.06584721058607101,
-0.06252839416265488,
-0.04874604195356369,
0.03369072452187538,
0.04368977248668671,
-0.056634463369846344,
-0.054339002817869186,
-0.04003893584012985,
-0.017021186649799347,
-0.05540779232978821,
-0.006228749640285969,
0.03829257935285568,
0.05525658652186394,
-0.06977991759777069,
-0.06671981513500214,
-0.04296640679240227,
0.024905629456043243,
-0.03309110552072525,
0.07916196435689926,
-0.024207063019275665,
0.06078530102968216,
-0.0670982375741005,
0.05055905133485794,
0.05319109559059143,
0.04964706301689148,
-0.06495685875415802,
-0.03640846908092499,
-0.06987439841032028,
-0.052766572684049606,
-0.05887291580438614,
-0.0689251720905304,
-0.0365959107875824,
0.0416526235640049,
0.03509076312184334,
-0.030563702806830406,
0.007182149216532707,
0.033137910068035126,
-0.05912086367607117,
-0.07058026641607285,
-0.04343409091234207,
0.04222124442458153,
-0.018858520314097404,
0.06807459890842438,
0.05133414641022682,
0.04462837800383568,
0.022670140489935875,
-0.017881818115711212,
0.04920241981744766,
0.03963282331824303,
0.05046720802783966,
-0.013579051941633224,
-0.02501141093671322,
0.05836133286356926,
-0.04141886159777641,
0.060104433447122574,
0.06320146471261978,
-0.03568060323596001,
-0.05600486323237419,
0.027544405311346054,
0.020497282966971397,
-0.020295558497309685,
0.05028991401195526,
0.0947476476430893,
-0.03653198108077049,
0.04191414266824722,
0.024953681975603104,
-0.02919413335621357,
0.04842514917254448,
-0.08714564144611359,
-0.006243441719561815,
0.02708430401980877,
0.07667867094278336,
-0.0707542821764946,
-0.029841149225831032,
0.04517880827188492,
-0.04443082585930824,
-0.03802156448364258,
-0.07506631314754486,
-0.07561717182397842,
-0.03418911248445511,
-0.043492160737514496,
-0.029209859669208527,
0.04461956024169922,
0.07213076204061508,
-0.06319008022546768,
-0.07665837556123734,
-0.06348888576030731,
0.020781593397259712,
-0.052281446754932404,
0.05706346780061722,
-0.028735382482409477,
-0.028919672593474388,
0.01611965335905552,
-0.018945345655083656,
0.02497773990035057,
0.024588748812675476,
-0.023979628458619118,
-0.02170928567647934,
-0.01815706118941307,
-0.060419268906116486,
0.0598568357527256,
0.04017665237188339,
0.06859277188777924,
-0.0623733215034008,
0.05068366229534149,
0.0308104008436203,
-0.027901625260710716,
0.08668193966150284,
0.05405763164162636,
0.025464868173003197,
0.025652922689914703,
-0.02321229688823223,
-0.055393509566783905,
-0.047301724553108215,
-0.05654986947774887,
-0.07234968990087509,
0.08282448351383209,
0.031978148967027664,
-0.05022139847278595,
-0.06017133966088295,
-0.03384818881750107,
-0.0100402245298028,
0.05332184582948685,
-0.029044048860669136,
-0.02410007454454899,
0.08441101014614105,
0.0005014313501305878,
0.046382758766412735,
0.05489274859428406,
0.04341483116149902,
-0.040682122111320496,
-0.008131028153002262,
0.06960862874984741,
-0.0361703597009182,
-0.07119618356227875,
-0.02253410965204239,
-0.05397987365722656,
0.018484193831682205,
-0.012705276720225811,
0.09298276901245117,
0.04037920758128166,
-0.018439199775457382,
0.062421564012765884,
-0.0492091067135334,
0.04865402728319168,
-0.005880467128008604,
-0.019702401012182236,
0.04423041641712189,
0.06308121234178543,
-0.035396795719861984,
0.019579090178012848,
0.010025914758443832,
0.038562968373298645,
0.03791670501232147,
0.018084285780787468,
0.044586412608623505,
0.046509403735399246,
-0.04153905063867569,
-0.018354158848524094,
0.04615575447678566,
0.08954377472400665,
-0.021748628467321396,
0.06464650481939316,
-0.08989668637514114,
-0.06432125717401505,
-0.016883499920368195,
-0.04091348126530647,
-0.0013494930462911725,
-0.09610307216644287,
0.05242487043142319,
0.06696058064699173,
-0.08740983158349991,
-0.031557343900203705,
0.04280203953385353,
0.003226750995963812,
0.018437622115015984,
-0.04282916709780693,
-0.03870625048875809,
0.06658639758825302,
-0.047700002789497375,
-0.04512188583612442,
-0.010144258849322796,
0.05245508626103401,
-0.07684192806482315,
-0.07240985333919525,
0.018763773143291473,
0.015557973645627499,
-0.08990921825170517,
0.018998276442289352,
-0.0433039553463459,
-0.0437324158847332,
0.07296942174434662,
-0.01596742309629917,
-0.05008320510387421,
0.01659744419157505,
0.08733139932155609,
-0.07130376994609833,
0.031689923256635666,
0.04607768356800079,
-0.07725505530834198,
0.07007043808698654,
-0.05537604168057442,
-0.0373951755464077,
0.08582688868045807,
0.06673261523246765,
-0.07287284731864929,
-0.048067498952150345,
0.03856412321329117,
0.03445165976881981,
0.008168935775756836,
0.06921310722827911,
-0.025770757347345352,
-0.004317276645451784,
0.031047742813825607,
-0.023707550019025803,
0.06614136695861816,
0.0739055946469307,
-0.03457579016685486,
0.02088368870317936,
-0.02599954791367054,
-0.06768128275871277,
-0.04665909707546234,
0.015771174803376198,
-0.015603397972881794,
-0.0354670025408268,
0.027708951383829117,
0.04207377880811691,
-0.01043496560305357,
0.041895702481269836
] |
Responsible/ Ethical AI
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
All client cases
the Council of the EU
# Ethical and Technical Assessment for an AI-based solution in the EU Council
Newsroom team
## Impact | scraping/output/-1787529068431348079.txt | [
0.017828598618507385,
0.010647373273968697,
-0.06343701481819153,
-0.06243930011987686,
0.047570984810590744,
-0.061647649854421616,
0.06604696810245514,
0.0750863179564476,
0.02334582805633545,
-0.06946367770433426,
0.023994319140911102,
0.01406593807041645,
0.060500018298625946,
-0.03147006407380104,
-0.01897367276251316,
0.03837563097476959,
0.020006120204925537,
-0.03701328486204147,
-0.025929633527994156,
-0.0341431200504303,
-0.0020156276877969503,
0.00949426181614399,
-0.052518606185913086,
0.07150369137525558,
0.06424488872289658,
0.027417046949267387,
-0.04876211658120155,
-0.006866110488772392,
0.03673149272799492,
-0.025983592495322227,
-0.0073755900375545025,
-0.05299730226397514,
0.04591607674956322,
-0.08761909604072571,
0.005572968162596226,
0.015240715816617012,
-0.02874600701034069,
-0.040571872144937515,
0.06561490148305893,
-0.07797633111476898,
0.021575337275862694,
0.03655827045440674,
0.017712987959384918,
0.05164286866784096,
0.03367337957024574,
0.04363785684108734,
-0.04181741550564766,
0.06097997725009918,
-0.003918913658708334,
-0.05179719626903534,
-0.06286673247814178,
0.03902028128504753,
0.019620107486844063,
0.05017000436782837,
0.07399331033229828,
-0.061495691537857056,
-0.05148211866617203,
-0.07728699594736099,
-0.03735264018177986,
0.03102557361125946,
0.05463920161128044,
-0.0321403369307518,
0.021136611700057983,
0.038235556334257126,
0.06121497228741646,
0.0662420317530632,
0.0255728829652071,
0.03682531788945198,
-0.10897750407457352,
-0.06125602871179581,
-0.05023067444562912,
0.08463280647993088,
0.015965571627020836,
-0.060508497059345245,
-0.02352970466017723,
0.04636659100651741,
-0.0011850653681904078,
-0.04844106361269951,
0.03765273466706276,
-0.05018455907702446,
-0.05583375692367554,
-0.020673565566539764,
-0.04896532744169235,
-0.010170569643378258,
-0.06198371574282646,
0.053765371441841125,
0.029434096068143845,
-0.08657871931791306,
0.07734590023756027,
-0.030520621687173843,
0.06334515661001205,
0.05947929248213768,
-0.06304427236318588,
-0.05065406858921051,
-0.015230530872941017,
-0.110975481569767,
-0.052573513239622116,
0.05883562192320824,
0.07315421849489212,
-0.04892691224813461,
0.03382226452231407,
-0.060289401561021805,
0.07993100583553314,
-0.06649954617023468,
-0.05085558816790581,
0.05423203110694885,
0.021057583391666412,
-0.10433457046747208,
0.05471456050872803,
-0.0837140679359436,
-0.05651320517063141,
0.06902627646923065,
0.09023765474557877,
0.021214842796325684,
-0.05611874535679817,
0.0053784470073878765,
-0.02922847680747509,
-0.05852799117565155,
0.023090442642569542,
-0.05792701616883278,
0.11655426770448685,
-0.04915725439786911,
-0.08712413161993027,
-0.06869855523109436,
-0.03492135927081108,
-0.045078132301568985,
-0.004645013716071844,
0.037452854216098785,
0.01574796997010708,
0.0370306633412838,
0.016725944355130196,
0.01975931227207184,
0.04157582297921181,
0.0458560511469841,
0.09117647260427475,
0.09311649203300476,
-0.09596561640501022,
-0.015573052689433098,
-0.0370962955057621,
-0.03592066839337349,
-0.02266099862754345,
0.03564490005373955,
-0.02777508832514286,
0.04118567705154419,
0.05829750746488571,
0.04494843631982803,
0.09187369793653488,
-0.06862544268369675,
0.06391885131597519,
-0.004739165771752596,
0.07667974382638931,
-0.02779187634587288,
0.1044054701924324,
0.025078775361180305,
0.03859717398881912,
-0.04131872579455376,
-0.0571947917342186,
-0.030054375529289246,
0.0318426638841629,
0.04809555038809776,
-0.049343813210725784,
-0.04288342967629433,
-0.04908048361539841,
-0.0014681366737931967,
-0.05727674439549446,
-0.04135867953300476,
0.040576208382844925,
0.06680013984441757,
-0.03264352306723595,
-0.07554859668016434,
-0.06414491683244705,
0.030927428975701332,
-0.05772768706083298,
0.07110228389501572,
-0.026491284370422363,
0.04935185983777046,
-0.061753761023283005,
0.03176931291818619,
0.05675888434052467,
0.0906679704785347,
-0.07530690729618073,
-0.006483868695795536,
-0.06081836298108101,
-0.06819285452365875,
-0.08432311564683914,
-0.08257168531417847,
-0.015207711607217789,
0.06203150376677513,
0.024022987112402916,
-0.049238644540309906,
0.023028280586004257,
0.02167074754834175,
-0.03570741042494774,
-0.09247586131095886,
-0.03542117774486542,
0.023061931133270264,
-0.041167963296175,
0.04218001291155815,
0.04850653186440468,
0.07153370976448059,
0.037546511739492416,
-0.014603935182094574,
0.04679998755455017,
0.031725067645311356,
0.05638686567544937,
-0.002572890603914857,
-0.03142426162958145,
0.06079834699630737,
-0.044193774461746216,
0.04019961506128311,
0.02558293379843235,
-0.05569425970315933,
-0.057899363338947296,
0.04591698199510574,
-0.005838450975716114,
-0.02499420940876007,
0.027184925973415375,
0.08153165876865387,
-0.06040215492248535,
0.035545289516448975,
0.03279050439596176,
-0.009399433620274067,
0.05650373175740242,
-0.05549377575516701,
-0.0044922721572220325,
0.03922049701213837,
0.06012162193655968,
-0.05012713000178337,
-0.033121246844530106,
0.045346587896347046,
-0.06708001345396042,
-0.023414766415953636,
-0.041561540216207504,
-0.08067065477371216,
-0.040911585092544556,
-0.06611688435077667,
-0.03119267150759697,
0.030781855806708336,
0.06551088392734528,
-0.04458951950073242,
-0.08249247074127197,
-0.05567518249154091,
0.038822248578071594,
-0.024129806086421013,
0.05074498429894447,
-0.05435876175761223,
-0.012101599015295506,
0.03893284872174263,
-0.014284401200711727,
0.04321587458252907,
0.031313300132751465,
-0.038332369178533554,
-0.02570243366062641,
-0.020094847306609154,
-0.036968693137168884,
0.05804586037993431,
0.06334984302520752,
0.11182655394077301,
-0.09393414109945297,
0.04449337720870972,
0.01145259104669094,
-0.050979066640138626,
0.07642433792352676,
0.07230429351329803,
0.05566621199250221,
0.015180358663201332,
-0.02164541743695736,
-0.0505797304213047,
-0.05300629511475563,
-0.050466179847717285,
-0.05541253089904785,
0.03152177110314369,
0.03467325121164322,
-0.02251552790403366,
-0.03790943697094917,
-0.02525857836008072,
0.00711772870272398,
0.07349660247564316,
-0.0402892604470253,
-0.03000239096581936,
0.08605150133371353,
0.004188071936368942,
0.03139670938253403,
0.059432294219732285,
0.025515813380479813,
-0.02661478891968727,
-0.01655767112970352,
0.06401344388723373,
-0.028529830276966095,
-0.0618290975689888,
-0.036868464201688766,
-0.056639835238456726,
0.02492096833884716,
-0.019300708547234535,
0.06998921930789948,
0.0315815694630146,
0.0047244718298316,
0.04234132915735245,
-0.06282294541597366,
0.04928359016776085,
-0.025268379598855972,
-0.021685278043150902,
0.05151110514998436,
0.07298074662685394,
-0.026487024500966072,
0.0085025355219841,
0.02474254183471203,
0.007075122557580471,
0.05296032130718231,
0.042449597269296646,
0.04578658193349838,
0.03365360200405121,
-0.05183913931250572,
0.004220377188175917,
0.03390124812722206,
0.07375039160251617,
-0.02318248525261879,
0.03456424921751022,
-0.11400842666625977,
-0.05284576863050461,
-0.038129743188619614,
-0.053148601204156876,
-0.0007064236560836434,
-0.07057322561740875,
0.041455693542957306,
0.06970547884702682,
-0.0697958767414093,
-0.03234240412712097,
0.03851936012506485,
0.01275920681655407,
0.029144663363695145,
-0.03964689001441002,
-0.04193456843495369,
0.06318982690572739,
-0.05139163136482239,
-0.03185467794537544,
-0.03208577260375023,
0.05432616546750069,
-0.08596346527338028,
-0.03301254287362099,
0.044383078813552856,
0.042543597519397736,
-0.07213763147592545,
0.040626637637615204,
-0.04896264150738716,
-0.0347362756729126,
0.08219891041517258,
0.0018244313541799784,
-0.04389255493879318,
0.008043153211474419,
0.0714680552482605,
-0.08546909689903259,
0.03345188871026039,
0.04235512390732765,
-0.09415728598833084,
0.08441207557916641,
-0.07829335331916809,
0.0005513129872269928,
0.08375263959169388,
0.07015819847583771,
-0.06127595901489258,
-0.05239901691675186,
0.041019972413778305,
0.022207558155059814,
0.02938033640384674,
0.051434990018606186,
-0.00392791535705328,
-0.020573949441313744,
0.030696814879775047,
-0.014109939336776733,
0.07001090794801712,
0.09513087570667267,
-0.03450226038694382,
-0.004606833681464195,
-0.03597886860370636,
-0.05847088247537613,
-0.07705830782651901,
0.008870862424373627,
-0.038550928235054016,
-0.028862036764621735,
0.038818616420030594,
0.04835498332977295,
0.013008715584874153,
0.05219759792089462
] |
Taal
NLEN
Contact us
en
defrNL
Contact us
All client cases
the Council of the EU
# Ethical and Technical Assessment for an AI-based solution in the EU Council
Newsroom team
## Impact
In support of the Newsroom team of the General Secretariat of the Council of
the EU, ML6 evaluated the technical feasibility and potential ethical risks
involved in using an AI-based solution for annotating media assets. ML6 used
their risk assessment methodology to assess the key ethical challenges based
on the 7 dimensions of Trustworthy AI and give recommendations to mitigate
potential risks already in the design of a technical solution. With these
recommendations in mind, the EU Council Newsroom team will be able to make
informed decisions about the design and implementation of an AI-based solution
for their Newsroom.
| scraping/output/-1787529068431348079.txt | [
0.05148560553789139,
-0.0023505447898060083,
-0.08880887180566788,
-0.06525277346372604,
0.022898675873875618,
-0.03345488756895065,
0.04707171767950058,
0.07215671241283417,
0.03816281631588936,
-0.009384018369019032,
0.034401293843984604,
0.009393401443958282,
0.0698990747332573,
-0.032755833119153976,
-0.01766504906117916,
0.06209820881485939,
0.04230619966983795,
-0.04558127745985985,
-0.012865456752479076,
-0.038481347262859344,
0.0019897306337952614,
0.00872496422380209,
-0.05097026005387306,
0.05224974825978279,
0.05721621587872505,
0.05123095586895943,
-0.05772438645362854,
-0.006328923162072897,
0.010954399593174458,
-0.03167375549674034,
0.014185303822159767,
-0.0468311682343483,
0.05614418536424637,
-0.0931292176246643,
0.02404213137924671,
0.020517496392130852,
-0.03822906315326691,
-0.027758639305830002,
0.06331765651702881,
-0.03909992799162865,
0.0180297140032053,
0.03448574244976044,
0.008087572641670704,
0.06828923523426056,
0.05169343948364258,
0.07290805131196976,
-0.020599419251084328,
0.09068962931632996,
-0.008723955601453781,
-0.03580808639526367,
-0.02641221508383751,
0.06706070154905319,
0.020322754979133606,
0.022314641624689102,
0.05955974757671356,
-0.060603972524404526,
-0.05578053742647171,
-0.09619150310754776,
-0.03139469400048256,
0.03275088965892792,
0.017046891152858734,
-0.028615962713956833,
0.008099525235593319,
0.045946154743433,
0.06002500280737877,
0.03189707547426224,
0.02311483770608902,
0.06842522323131561,
-0.07539805769920349,
-0.05685637146234512,
-0.05611809343099594,
0.04796559736132622,
-0.045304831117391586,
-0.06781549751758575,
-0.005973814055323601,
0.03955112397670746,
0.021709537133574486,
-0.03726830706000328,
0.009811168536543846,
-0.04471637308597565,
-0.06123823672533035,
-0.03997107222676277,
-0.06295247375965118,
0.024350102990865707,
-0.07425981014966965,
0.09351842850446701,
0.028970059007406235,
-0.041546087712049484,
0.09033948928117752,
-0.03401517868041992,
0.0466134138405323,
0.04420448839664459,
-0.07441961020231247,
-0.04375308007001877,
-0.027625026181340218,
-0.07884244620800018,
-0.0463654100894928,
0.07554646581411362,
0.06949147582054138,
-0.02529681846499443,
0.023794585838913918,
-0.08595006912946701,
0.08936093002557755,
-0.0514669269323349,
-0.023091308772563934,
0.07270107418298721,
0.028266826644539833,
-0.07923286408185959,
0.06251256167888641,
-0.1094595342874527,
-0.032116346061229706,
0.02620553784072399,
0.10691932588815689,
-0.00367215508595109,
-0.050406284630298615,
0.005236417520791292,
-0.022674113512039185,
-0.08566772192716599,
0.022374583408236504,
-0.0953674241900444,
0.1065916046500206,
-0.0498768575489521,
-0.05496467277407646,
-0.07443143427371979,
-0.048885367810726166,
-0.03950945660471916,
-0.023152876645326614,
0.03469529002904892,
0.04195842146873474,
0.041223566979169846,
0.03782615065574646,
0.02607930451631546,
0.03561244159936905,
0.05207899212837219,
0.07262144237756729,
0.07571084797382355,
-0.08714286983013153,
-0.002722768811509013,
-0.04610978811979294,
-0.03786194324493408,
-0.031104713678359985,
0.06945493817329407,
-0.027907542884349823,
0.04290621355175972,
0.07965677231550217,
0.02601659670472145,
0.1117808073759079,
-0.06107626482844353,
0.03828684985637665,
0.01667674072086811,
0.08812429755926132,
-0.0367177352309227,
0.0651782974600792,
0.009646373800933361,
0.0711168423295021,
-0.06340869516134262,
-0.08873572200536728,
-0.04505680128931999,
-0.006231187377125025,
0.050962675362825394,
-0.06373646855354309,
-0.04783688858151436,
-0.06995625048875809,
-0.01661577634513378,
-0.054338641464710236,
-0.04991822689771652,
0.045039206743240356,
0.07670192420482635,
-0.07509316504001617,
-0.02433852106332779,
-0.05692233145236969,
0.05396445095539093,
-0.03804518282413483,
0.05205279588699341,
-0.03969627246260643,
0.043030254542827606,
-0.06200246885418892,
0.02540554665029049,
0.06774144619703293,
0.09580957144498825,
-0.08467289060354233,
-0.017972322180867195,
-0.03401527553796768,
-0.05749623849987984,
-0.048987265676259995,
-0.05843080207705498,
-0.011141384020447731,
0.08920308202505112,
-0.02529294602572918,
-0.02223498560488224,
-0.0011724818032234907,
0.029371289536356926,
-0.05107562988996506,
-0.09990816563367844,
-0.019804636016488075,
0.05007830262184143,
-0.07113184034824371,
0.03967436030507088,
0.04432268440723419,
0.061921127140522,
0.009917108342051506,
-0.021053610369563103,
0.046623241156339645,
0.04006072133779526,
0.04043733328580856,
0.029747050255537033,
-0.0017400174401700497,
0.0479416623711586,
-0.04194185137748718,
0.04423310235142708,
0.006674293894320726,
-0.055204275995492935,
-0.04043784737586975,
0.07656501978635788,
-0.012339931912720203,
-0.05602588132023811,
-0.00730323838070035,
0.06863700598478317,
-0.03211403265595436,
0.011281552724540234,
0.0695968046784401,
-0.017648031935095787,
0.02099287323653698,
-0.08671839535236359,
-0.004563042428344488,
0.031006386503577232,
0.09245536476373672,
-0.06599054485559464,
-0.032425813376903534,
0.04785815626382828,
-0.03591304272413254,
-0.032086215913295746,
-0.030348218977451324,
-0.07181897014379501,
-0.0720304325222969,
-0.0857790857553482,
-0.026180293411016464,
0.0021082398016005754,
0.020413853228092194,
-0.026711585000157356,
-0.07097205519676208,
-0.0723840743303299,
0.03374079242348671,
0.011457640677690506,
0.06335499882698059,
-0.009141013026237488,
-0.028711969032883644,
0.04693932831287384,
-0.027832964435219765,
0.04609397426247597,
0.012669309042394161,
-0.045251213014125824,
-0.027949338778853416,
-0.02953905239701271,
-0.041095469146966934,
0.05823134630918503,
0.06629292666912079,
0.07358898222446442,
-0.11270060390233994,
0.03634487837553024,
0.027509216219186783,
-0.032653115689754486,
0.07103773951530457,
0.04612218216061592,
0.05546920374035835,
-0.009266132488846779,
-0.011939694173634052,
-0.03364655748009682,
-0.06323184072971344,
-0.043331459164619446,
-0.08412639051675797,
0.014226963743567467,
0.035813093185424805,
-0.0527801550924778,
-0.01892092078924179,
-0.01821199804544449,
0.00489118043333292,
0.07058320939540863,
-0.02361975982785225,
-0.008151835761964321,
0.0662526860833168,
0.0008085514418780804,
0.018680842593312263,
0.07499265670776367,
0.04917692020535469,
-0.014423205517232418,
-0.038204800337553024,
0.0720490962266922,
-0.0057701230980455875,
-0.0368482805788517,
-0.016323618590831757,
-0.048772357404232025,
0.03458378463983536,
-0.009654444642364979,
0.06303386390209198,
0.0167403481900692,
-0.01386540662497282,
0.04641968011856079,
-0.04928095266222954,
0.05717134103178978,
0.0021958332508802414,
-0.03894335404038429,
0.03693777695298195,
0.08479476720094681,
-0.01550214271992445,
-0.012856768444180489,
0.03108956851065159,
0.037310659885406494,
0.028732240200042725,
0.06170809641480446,
0.02757413312792778,
0.03623577579855919,
-0.05235260725021362,
-0.03405288979411125,
0.037657227367162704,
0.07673229277133942,
-0.041000183671712875,
-0.0004449851403478533,
-0.11711638420820236,
-0.046945344656705856,
-0.0675070583820343,
-0.05889291688799858,
0.008335869759321213,
-0.06536051630973816,
0.0691295862197876,
0.0805584192276001,
-0.03776553273200989,
-0.008916357532143593,
0.057822056114673615,
0.0028645528946071863,
0.0035038641653954983,
-0.04005981236696243,
-0.05564137175679207,
0.07687776535749435,
-0.03283461928367615,
-0.05069952830672264,
-0.025896403938531876,
0.0529087595641613,
-0.0727766752243042,
-0.0338125042617321,
0.04654257372021675,
0.03894982114434242,
-0.08171726018190384,
0.04312491416931152,
-0.014599820598959923,
-0.01796840690076351,
0.05951209366321564,
-0.02175268344581127,
-0.02780635841190815,
0.02134113200008869,
0.05337505042552948,
-0.09890172630548477,
0.04246332496404648,
0.050127893686294556,
-0.08891306072473526,
0.07284622639417648,
-0.10478288680315018,
-0.05746406316757202,
0.08391335606575012,
0.06813173741102219,
-0.07492749392986298,
-0.015871446579694748,
0.029519159346818924,
0.016680432483553886,
0.007630147039890289,
0.04209548979997635,
-0.01974513567984104,
-0.02536456100642681,
0.035635512322187424,
-0.01946643739938736,
0.048408955335617065,
0.06196484714746475,
-0.0317627415060997,
-0.009561889804899693,
-0.02508060447871685,
-0.06500643491744995,
-0.06577294319868088,
-0.025730013847351074,
-0.04151425138115883,
-0.011016248725354671,
0.02266448363661766,
0.05730621516704559,
0.018977638334035873,
0.08591519296169281
] |
At ML6, we believe that assessing AI solutions systematically for ethical
risks is an important part of AI design and development and should be part of
any AI project. With this project, the EU council Newsroom team role-models
the practice of doing such assessments already in an early stage.
## Intro to the customer | scraping/output/-1787529068431348079.txt | [
0.02960234135389328,
0.01796838268637657,
-0.09962362796068192,
-0.047584183514118195,
0.05376068130135536,
-0.029990099370479584,
0.04925118014216423,
0.03893773630261421,
0.035846974700689316,
-0.024541780352592468,
0.06211203709244728,
0.02783554419875145,
0.08136004954576492,
-0.021649692207574844,
-0.031920190900564194,
0.05669350177049637,
0.048322711139917374,
-0.042119868099689484,
-0.02603103034198284,
-0.04106098413467407,
0.011242619715631008,
-0.0037079297471791506,
-0.04768062382936478,
0.03884737566113472,
0.06833994388580322,
0.03555568680167198,
-0.052560899406671524,
-0.03437057510018349,
0.00021154737623874098,
-0.04052233323454857,
-0.0068319933488965034,
-0.04799265414476395,
0.08428986370563507,
-0.10218925029039383,
0.05322538688778877,
0.005122385919094086,
-0.034071460366249084,
-0.01793760061264038,
0.05105533078312874,
-0.055278997868299484,
0.022791827097535133,
0.010460268706083298,
0.046264372766017914,
0.048604145646095276,
0.042241066694259644,
0.05325823649764061,
-0.048953887075185776,
0.09624353796243668,
-0.025657810270786285,
-0.042195215821266174,
-0.02341720089316368,
0.07912120223045349,
0.029533321037888527,
0.03386079519987106,
0.04916926845908165,
-0.05123860388994217,
-0.022594470530748367,
-0.09506524354219437,
-0.05548838526010513,
0.026723897084593773,
0.024426545947790146,
0.010400342755019665,
0.03120788373053074,
0.05759139358997345,
0.04945473372936249,
0.03887103497982025,
0.01000555232167244,
0.0715620145201683,
-0.10298914462327957,
-0.07033908367156982,
-0.05952911078929901,
0.047172535210847855,
-0.04828871786594391,
-0.06610745191574097,
0.018996989354491234,
0.06570090353488922,
0.003249209839850664,
-0.029120992869138718,
-0.009600989520549774,
-0.0475446991622448,
-0.07940149307250977,
-0.023310504853725433,
-0.03567568585276604,
0.035401634871959686,
-0.06910594552755356,
0.09716534614562988,
0.03971872851252556,
-0.05691571533679962,
0.123285673558712,
-0.06859762221574783,
0.09283776581287384,
0.006106643006205559,
-0.09520619362592697,
-0.04562275484204292,
-0.049171630293130875,
-0.0983954593539238,
-0.03579896688461304,
0.07746513187885284,
0.0907912626862526,
-0.04365847632288933,
0.009638027288019657,
-0.03582580015063286,
0.10807166248559952,
-0.027318499982357025,
-0.025905417278409004,
0.05877351015806198,
-0.008740488439798355,
-0.05523199588060379,
0.05131623148918152,
-0.08404874801635742,
-0.004538039676845074,
0.04428042471408844,
0.10932423174381256,
0.017282333225011826,
-0.04353790357708931,
0.009652086533606052,
-0.026401212438941002,
-0.07942464202642441,
0.014353710226714611,
-0.06733681261539459,
0.10409202426671982,
-0.06855833530426025,
-0.05467480421066284,
-0.09285072982311249,
-0.03723200410604477,
-0.08122880756855011,
-0.012862149626016617,
0.06677889078855515,
0.05781111493706703,
0.009888102300465107,
0.006341895554214716,
0.016844650730490685,
0.060047391802072525,
-0.007282371632754803,
0.0829206109046936,
0.08344025164842606,
-0.09599945694208145,
-0.006391496863216162,
-0.017329197376966476,
-0.032866984605789185,
-0.03481464460492134,
0.08321791887283325,
-0.021176191046833992,
0.03221931681036949,
0.07371122390031815,
-0.0033065173774957657,
0.07902564853429794,
-0.0796562135219574,
0.03692341968417168,
-0.001903743133880198,
0.07517999410629272,
0.0005435903440229595,
0.07210978865623474,
0.013263789936900139,
0.05955272167921066,
-0.052737683057785034,
-0.09731628745794296,
-0.04812125861644745,
0.03198946267366409,
0.03341566026210785,
-0.061766136437654495,
-0.0517398938536644,
-0.07167596369981766,
0.010071132332086563,
-0.06693363934755325,
-0.042461562901735306,
0.0027202258352190256,
0.07302653789520264,
-0.029987819492816925,
-0.004051065072417259,
-0.07632658630609512,
0.008632185868918896,
-0.04887735843658447,
0.04090025648474693,
-0.024266844615340233,
0.056694742292165756,
-0.04753606393933296,
0.0069642821326851845,
0.05986563116312027,
0.07331939041614532,
-0.0649799183011055,
-0.004733205772936344,
-0.032469529658555984,
-0.06970348209142685,
-0.07279328256845474,
-0.03525440767407417,
-0.0118560791015625,
0.07744845002889633,
-0.014950578100979328,
-0.00263222586363554,
0.006253556348383427,
0.026583360508084297,
-0.049478258937597275,
-0.0701754242181778,
-0.029057497158646584,
0.036024004220962524,
-0.08923497051000595,
0.014599462039768696,
0.06765788793563843,
0.0642118901014328,
0.03254450112581253,
-0.02693268284201622,
0.0298149473965168,
0.04500622674822807,
0.01910172589123249,
0.02485642023384571,
-0.020821379497647285,
0.03884482756257057,
-0.04264937713742256,
0.056356776505708694,
0.01137837115675211,
-0.06424340605735779,
-0.05549122765660286,
0.06876887381076813,
-0.0032757867593318224,
-0.03966478258371353,
-0.03122491016983986,
0.08060678094625473,
-0.04326130077242851,
-0.025833865627646446,
0.08213543146848679,
0.0011759031331166625,
0.036134183406829834,
-0.06797345727682114,
-0.009885966777801514,
0.060762934386730194,
0.10711269825696945,
-0.05892754718661308,
-0.026170702651143074,
0.05479779094457626,
-0.06370065361261368,
-0.030055679380893707,
-0.04483232647180557,
-0.05784866213798523,
-0.04539704695343971,
-0.07960235327482224,
-0.01712116412818432,
0.007272374350577593,
0.01605098694562912,
-0.05065281689167023,
-0.09872069209814072,
-0.08533171564340591,
0.027099065482616425,
0.015456090681254864,
0.042444806545972824,
-0.014503657817840576,
-0.0339057520031929,
0.04219002649188042,
-0.006214506458491087,
0.01057907473295927,
0.04963857680559158,
-0.05005185306072235,
-0.007820616476237774,
0.0004484044620767236,
-0.026085108518600464,
0.04156128689646721,
0.06942631304264069,
0.08959170430898666,
-0.09039432555437088,
0.028941761702299118,
0.004818990360945463,
-0.03994917497038841,
0.0923922210931778,
0.08362805843353271,
0.03628034144639969,
-0.011583861894905567,
-0.028252121061086655,
-0.012977146543562412,
-0.0515684112906456,
-0.03058510646224022,
-0.08964814990758896,
0.01028449460864067,
0.0391496978700161,
-0.06261996924877167,
0.0007589075248688459,
-0.04662231355905533,
0.044317200779914856,
0.07707806676626205,
-0.049035944044589996,
-0.02343805320560932,
0.06793439388275146,
-0.0015549666713923216,
0.023720666766166687,
0.08198502659797668,
0.058298490941524506,
-0.038053400814533234,
-0.011267037130892277,
0.06584607809782028,
0.01886824704706669,
-0.014167547225952148,
0.0067325253039598465,
-0.05215015634894371,
0.03737695887684822,
-0.008603882975876331,
0.05119609832763672,
0.019907673820853233,
-0.045106999576091766,
0.05566439405083656,
-0.048946212977170944,
0.07413621246814728,
0.0027054513338953257,
-0.03913319483399391,
0.028602857142686844,
0.07016455382108688,
-0.017907682806253433,
0.01306289341300726,
0.02384895272552967,
0.022492822259664536,
0.05067179352045059,
0.022128378972411156,
0.011884926818311214,
0.047558724880218506,
-0.05740535259246826,
-0.027516160160303116,
0.023986201733350754,
0.07262061536312103,
-0.06303725391626358,
0.01944013684988022,
-0.09203106164932251,
-0.05526227131485939,
-0.05052740499377251,
-0.05848116800189018,
-0.0024625472724437714,
-0.06784158945083618,
0.07206468284130096,
0.07708802819252014,
-0.04319891706109047,
-0.015813039615750313,
0.0487784817814827,
-0.016808535903692245,
0.023811323568224907,
-0.056804921478033066,
-0.05572115629911423,
0.03299639746546745,
-0.030734146013855934,
-0.018860921263694763,
-0.02221010997891426,
0.02676110528409481,
-0.03895886614918709,
-0.02368818409740925,
0.01420930027961731,
0.024408714845776558,
-0.05993776023387909,
0.020786231383681297,
-0.024882497265934944,
-0.03779637813568115,
0.009063173085451126,
-0.030484944581985474,
-0.00628197006881237,
0.01234189048409462,
0.059860631823539734,
-0.07576720416545868,
0.02541670762002468,
0.08065872639417648,
-0.08836880326271057,
0.05635681375861168,
-0.08791612088680267,
-0.02892419509589672,
0.11722154170274734,
0.0708262026309967,
-0.0644644945859909,
-0.03513619303703308,
0.036740612238645554,
0.029780633747577667,
0.022976722568273544,
0.05487862229347229,
-0.017816606909036636,
-0.01881456933915615,
0.0023732250556349754,
-0.01794048398733139,
0.08348924666643143,
0.04568510502576828,
-0.045550014823675156,
-0.004204923752695322,
-0.019785048440098763,
-0.06089469790458679,
-0.046223461627960205,
-0.013936112634837627,
-0.04040994122624397,
-0.03614731878042221,
0.010989103466272354,
0.033242568373680115,
0.03704182803630829,
0.0738859549164772
] |
## Intro to the customer
The European Council and the Council of the European Union are two of the main
institutions of the European Union (EU). The European Council is composed of
Heads of state or government of the 27 EU member states, the European Council
President and the President of the European Commission, and defines the
political direction and priorities of the EU. The Council of the EU is
composed of national government ministers from each member state. The Council
negotiates and adopts EU laws, in most cases together with the European
Parliament. The General Secretariat of the Council serves both of these
institutions. Via the Newsroom website, this institution provides free of
charge access to high-quality video, image and audio files covering all
significant activities of the EU Council, such as roundtable discussions and
press conferences.
## Challenge | scraping/output/-1787529068431348079.txt | [
-0.006371005438268185,
-0.016969330608844757,
-0.056808292865753174,
-0.01746385172009468,
0.02731824852526188,
-0.03339921310544014,
0.08545321226119995,
0.06673123687505722,
0.07478038221597672,
-0.026354113593697548,
0.04245806857943535,
0.016308363527059555,
0.04517551511526108,
-0.07029310613870621,
-0.020245008170604706,
0.0336722768843174,
0.008094352670013905,
0.008585921488702297,
0.01868685707449913,
-0.019183117896318436,
0.07574724406003952,
-0.03869762271642685,
-0.011409508995711803,
0.030951710417866707,
0.06690762937068939,
0.031067019328475,
-0.04288390278816223,
-0.01481562852859497,
-0.004900933708995581,
-0.10639555752277374,
-0.004349973052740097,
-0.045723021030426025,
0.0941457599401474,
-0.05095374956727028,
0.01408445555716753,
0.025728551670908928,
-0.023066572844982147,
-0.01535263191908598,
0.0987158715724945,
-0.06111374497413635,
-0.008058613166213036,
0.031120097264647484,
0.042740002274513245,
0.06569825112819672,
0.01890268735587597,
0.06896132975816727,
-0.0548098050057888,
0.03916100040078163,
0.02248384989798069,
0.012709676288068295,
-0.021648338064551353,
0.07459361851215363,
0.01620345003902912,
0.0638086125254631,
0.045890506356954575,
-0.09530476480722427,
-0.0531429797410965,
-0.04234376549720764,
-0.025230851024389267,
0.01168462261557579,
0.07829000800848007,
-0.05768497288227081,
-0.000317084341077134,
0.0142019372433424,
0.03227586671710014,
-0.004179554991424084,
0.03715084120631218,
0.05130475014448166,
-0.027350764721632004,
-0.06439431011676788,
-0.1011006161570549,
0.016548968851566315,
-0.026225056499242783,
-0.052274420857429504,
0.006067900452762842,
0.05913707986474037,
-0.0028394199907779694,
-0.016962194815278053,
0.03864016756415367,
-0.07422605901956558,
-0.08711458742618561,
-0.02783583290874958,
-0.02396208420395851,
0.04155033826828003,
-0.048570141196250916,
0.06350430101156235,
0.017326069995760918,
-0.06468667834997177,
0.08980517089366913,
0.0010304509196430445,
0.054482147097587585,
0.06665823608636856,
-0.03927166387438774,
-0.07057622820138931,
-0.055829182267189026,
-0.08178507536649704,
-0.034939102828502655,
0.0905541405081749,
0.043344058096408844,
0.0007259060512296855,
0.06923292577266693,
-0.024904713034629822,
0.0709233433008194,
-0.04339892044663429,
-0.08495324105024338,
0.04844818636775017,
-0.02350848726928234,
-0.036829717457294464,
0.06927988678216934,
-0.08167441189289093,
-0.028816958889365196,
0.053436484187841415,
0.07137738913297653,
0.0015747059369459748,
-0.04021650180220604,
-0.03788094222545624,
0.016225570812821388,
-0.08026102930307388,
0.02975938655436039,
-0.051179688423871994,
0.04236743226647377,
-0.031334683299064636,
-0.0018159712199121714,
-0.07075364142656326,
-0.08853351324796677,
-0.028189631178975105,
0.004581585060805082,
0.040002062916755676,
0.028182601556181908,
0.017314700409770012,
0.0340154729783535,
0.047502029687166214,
0.08734612166881561,
0.04867301881313324,
0.02074771746993065,
0.08374296128749847,
-0.049068160355091095,
0.01873103342950344,
0.008058551698923111,
0.014458348043262959,
-0.06838329136371613,
0.09091148525476456,
-0.02659640461206436,
0.023835251107811928,
0.08349619805812836,
0.08245537430047989,
0.09075624495744705,
-0.004259326495230198,
0.046402864158153534,
-0.01327916607260704,
0.0756136104464531,
-0.014638586901128292,
0.016627497971057892,
0.027383631095290184,
0.03714741766452789,
-0.03731746971607208,
-0.0807904303073883,
-0.038425952196121216,
0.04961414635181427,
0.033120475709438324,
-0.02993888407945633,
-0.11392669379711151,
-0.08912263065576553,
0.0022341252770274878,
-0.07739219814538956,
-0.02350802905857563,
0.015598516911268234,
0.041316378861665726,
0.010070684365928173,
-0.07537724822759628,
-0.04302612319588661,
0.025339676067233086,
-0.08828689903020859,
0.06298563629388809,
0.020486803725361824,
0.07637336850166321,
-0.026641277596354485,
-0.0003833875816781074,
0.06670858711004257,
0.08024724572896957,
-0.005091583821922541,
-0.027398433536291122,
-0.06509644538164139,
-0.07598569989204407,
-0.0795932337641716,
-0.06886941939592361,
-0.03952965512871742,
0.015436328947544098,
-0.025799715891480446,
-0.021787775680422783,
-0.01257226150482893,
0.03408771753311157,
-0.07371757924556732,
-0.08639957010746002,
-0.053991418331861496,
0.004447903484106064,
-0.056327663362026215,
0.051816511899232864,
0.03414967656135559,
0.07642100006341934,
-0.059291988611221313,
-0.027505438774824142,
0.011767479591071606,
0.016506118699908257,
0.02641751617193222,
0.0044836862944066525,
-0.019600018858909607,
0.009725978597998619,
-0.03923755884170532,
0.04330192506313324,
0.0140232527628541,
-0.004503397736698389,
-0.028769874945282936,
0.07653767615556717,
0.018474003300070763,
-0.033866897225379944,
0.007331238593906164,
0.09847671538591385,
-0.06739681959152222,
0.04188499227166176,
0.0556441955268383,
0.009216847829520702,
0.034415628761053085,
-0.10512924939393997,
-0.029563358053565025,
0.029678838327527046,
0.019529113546013832,
-0.015219943597912788,
-0.019669029861688614,
0.08509542047977448,
-0.05461735650897026,
-0.03031388483941555,
-0.03723730891942978,
-0.06351695954799652,
-0.06783988326787949,
-0.06446301937103271,
-0.059085361659526825,
0.009495103731751442,
0.0019338835263624787,
-0.02925890125334263,
-0.06674570590257645,
-0.07877970486879349,
0.05566999688744545,
-0.07063563913106918,
0.04054896533489227,
-0.005135837476700544,
-0.08900360763072968,
0.06780914217233658,
0.011506281793117523,
0.03721694275736809,
0.004057029727846384,
-0.08316799998283386,
-0.05974868685007095,
-0.026823580265045166,
-0.0471641831099987,
0.03788160905241966,
0.03423779457807541,
0.08609501272439957,
-0.07878022640943527,
0.041959553956985474,
0.00999443419277668,
-0.04601673781871796,
0.10893838852643967,
0.033860087394714355,
0.06623014807701111,
0.036077581346035004,
-0.03813576325774193,
-0.020140355452895164,
-0.05857124924659729,
-0.01617194339632988,
-0.06450574100017548,
0.013502540998160839,
0.07677222788333893,
-0.05181020498275757,
-0.0806153267621994,
0.003307122504338622,
-0.005044111050665379,
0.0934126228094101,
-0.030120454728603363,
-0.03737563267350197,
0.0534859262406826,
-0.0015885338652879,
0.06683739274740219,
0.08167486637830734,
0.049473248422145844,
0.022192880511283875,
-0.02462146058678627,
0.052549250423908234,
-0.01514157373458147,
-0.037945184856653214,
0.011500397697091103,
-0.10289686173200607,
0.04616818577051163,
-0.017510535195469856,
0.050611160695552826,
0.06769025325775146,
-0.0006519390735775232,
0.05495741218328476,
-0.04899086803197861,
0.048892613500356674,
-0.024746257811784744,
-0.08763779699802399,
0.046468038111925125,
0.0626915991306305,
-0.036261335015296936,
0.04544157534837723,
0.02049551159143448,
0.0221621785312891,
0.025113778188824654,
0.017917823046445847,
0.013171087950468063,
0.03507760167121887,
-0.03402212634682655,
-0.06542658805847168,
0.051090214401483536,
0.08340231329202652,
-0.047912102192640305,
0.05833590775728226,
-0.0931263417005539,
-0.04583508148789406,
-0.0469408743083477,
-0.07343068718910217,
0.009058861993253231,
-0.052669458091259,
-0.01762581616640091,
0.04367591068148613,
-0.006658659316599369,
-0.03719921037554741,
0.007366025820374489,
-0.007650533225387335,
0.05521416664123535,
-0.07460934668779373,
-0.04618760570883751,
0.07757342606782913,
-0.06293654441833496,
-0.010840310715138912,
-0.01859361305832863,
0.07070034742355347,
-0.08892399072647095,
-0.06650815904140472,
0.058225251734256744,
0.008210702799260616,
-0.05155855789780617,
0.035153575241565704,
-0.031119203194975853,
-0.020767372101545334,
0.01603681407868862,
-0.08884741365909576,
-0.020517203956842422,
0.010509594343602657,
0.05250316113233566,
-0.06982526183128357,
0.03750600293278694,
0.03014354780316353,
-0.0638844221830368,
0.051814965903759,
-0.030681665986776352,
-0.01200119499117136,
0.07187414914369583,
0.006593429949134588,
-0.08013876527547836,
-0.05422171205282211,
0.04697079584002495,
0.07399783283472061,
0.09344100207090378,
0.05732988566160202,
0.0025348877534270287,
-0.02869495190680027,
0.05118340998888016,
-0.014153282158076763,
0.0431525856256485,
0.070519357919693,
-0.056160230189561844,
0.007030151318758726,
-0.034773264080286026,
-0.08274134248495102,
-0.06217717379331589,
0.04336194321513176,
-0.04338066279888153,
-0.0680711567401886,
0.029277101159095764,
0.06550797075033188,
0.010494882240891457,
0.060256123542785645
] |
## Challenge
To increase efficiency, free up time of the EU Council Newsroom and allow them
to focus on more valuable tasks, the team is considering the use of an AI-
based system to automate the process of annotating media files. Seeing the
importance of and need for building ethical and trustworthy AI applications,
the EU council wanted to be a forerunner in accompanying the technical design
of an AI solution with an in-depth ethical assessment.
By
## Solution
During the conceptual phase of the project, significant emphasis was placed on
identifying possible ethical risks of an AI-based system and the EU Council
team worked closely with ML6 to gain technical and ethical recommendations.
These included considerations such as the safety and the technical robustness
of the system, data privacy and governance, fairness and diversity. These
findings served to guide possible solutions and design choices, ensuring
potential obstacles in the future can be averted.
| scraping/output/-1787529068431348079.txt | [
0.03030957095324993,
-0.022612910717725754,
-0.06510058790445328,
-0.045009613037109375,
0.05110175535082817,
-0.04569278657436371,
0.043154969811439514,
0.02686225436627865,
0.03186781704425812,
-0.011405832134187222,
0.03693697229027748,
0.004425317980349064,
0.06998631358146667,
-0.05155407264828682,
0.001600570627488196,
0.07364939153194427,
0.061918675899505615,
-0.028974898159503937,
-0.013293837197124958,
-0.049766905605793,
0.01679755561053753,
-0.03785077482461929,
-0.02921043522655964,
0.022650111466646194,
0.059064723551273346,
0.062232572585344315,
-0.06065461412072182,
0.00141296221408993,
0.007847797125577927,
-0.06207994744181633,
0.005596269387751818,
-0.07191748917102814,
0.08386369794607162,
-0.08159229904413223,
0.013768995180726051,
0.01999373733997345,
-0.03523826599121094,
-0.04054216668009758,
0.05336152762174606,
-0.059122394770383835,
-0.002154926536604762,
0.0014285813085734844,
0.013982625678181648,
0.0706983432173729,
0.02236068807542324,
0.06322063505649567,
-0.036124639213085175,
0.08931031078100204,
-0.004279691260308027,
-0.002511757891625166,
-0.043969541788101196,
0.08623187243938446,
0.021604595705866814,
0.010389713570475578,
0.03467652574181557,
-0.04155907407402992,
-0.030129527673125267,
-0.0805417150259018,
-0.06326036900281906,
0.017932333052158356,
0.048500146716833115,
-0.04840428754687309,
0.015723777934908867,
0.05868455767631531,
0.07007147371768951,
0.023115728050470352,
0.03526323661208153,
0.057786665856838226,
-0.06395968049764633,
-0.07401441782712936,
-0.04659759998321533,
0.05225607752799988,
-0.04357610642910004,
-0.060753509402275085,
-0.0035799199249595404,
0.057071976363658905,
0.010716360993683338,
-0.027938341721892357,
0.01856769435107708,
-0.03582930937409401,
-0.06625047326087952,
-0.03732854872941971,
-0.06661491096019745,
0.01351043488830328,
-0.07674466073513031,
0.07081513106822968,
0.04756683111190796,
-0.031894881278276443,
0.09190785884857178,
-0.03393057361245155,
0.043717160820961,
0.04517399147152901,
-0.08041820675134659,
-0.06771546602249146,
-0.03352361172437668,
-0.08352576941251755,
-0.024488525465130806,
0.0999058336019516,
0.08890430629253387,
-0.007892088033258915,
0.015206979587674141,
-0.06573673337697983,
0.10268061608076096,
-0.07263339310884476,
-0.03684674948453903,
0.07491293549537659,
0.016262924298644066,
-0.058120355010032654,
0.07270180433988571,
-0.08510486036539078,
-0.04706111177802086,
0.04158085212111473,
0.09813807159662247,
-0.0033950326032936573,
-0.03837453946471214,
0.013588073663413525,
-0.03670693561434746,
-0.07889541983604431,
0.013876531273126602,
-0.09910676628351212,
0.10594329237937927,
-0.06058267503976822,
-0.02314622886478901,
-0.08984772115945816,
-0.06307410448789597,
-0.06784576177597046,
-0.022710854187607765,
0.05959395691752434,
0.05808130279183388,
0.03804893046617508,
0.03857056424021721,
0.029448453336954117,
0.04484439268708229,
0.062291231006383896,
0.08784297853708267,
0.07595621794462204,
-0.097152940928936,
0.027077263221144676,
-0.045165758579969406,
-0.014560187235474586,
-0.057081542909145355,
0.09064532071352005,
-0.030973931774497032,
0.0635216236114502,
0.08254454284906387,
0.03525034338235855,
0.08286576718091965,
-0.09492205083370209,
0.010836262255907059,
-0.007660479750484228,
0.08823757618665695,
-0.016732007265090942,
0.04995712637901306,
0.018901411443948746,
0.07325915992259979,
-0.06228353828191757,
-0.07262840867042542,
-0.01894950121641159,
0.009431235492229462,
0.05004524812102318,
-0.044031914323568344,
-0.054766349494457245,
-0.0880199670791626,
-0.005869472399353981,
-0.04909927025437355,
-0.030817393213510513,
0.04105633497238159,
0.07846017926931381,
-0.047243546694517136,
-0.030230971053242683,
-0.08610554039478302,
0.0739201158285141,
-0.036856234073638916,
0.06124209985136986,
-0.005504314322024584,
0.041732680052518845,
-0.03676200285553932,
0.04781869053840637,
0.07448943704366684,
0.0656132847070694,
-0.07473161071538925,
-0.023424342274665833,
-0.057952288538217545,
-0.07094275951385498,
-0.05952296033501625,
-0.05173151195049286,
0.0020293768029659986,
0.08399474620819092,
-0.015057017095386982,
-0.05548810586333275,
0.0011863027466461062,
0.03251698985695839,
-0.039920564740896225,
-0.09590382874011993,
-0.035566214472055435,
0.06612121313810349,
-0.05912138521671295,
0.038119833916425705,
0.05653534457087517,
0.045952048152685165,
-0.005132460035383701,
-0.018707508221268654,
0.050083138048648834,
0.04396810755133629,
0.02723115310072899,
0.0012702478561550379,
0.013155221939086914,
0.06192620098590851,
-0.040631841868162155,
0.04628388583660126,
0.041484907269477844,
-0.07892879098653793,
-0.03902600705623627,
0.08140730857849121,
-0.015346825122833252,
-0.05076363682746887,
0.02854420803487301,
0.04959135130047798,
-0.02152969501912594,
0.02153201773762703,
0.07062990963459015,
-0.017221907153725624,
0.017929859459400177,
-0.09262855350971222,
-0.007078254595398903,
0.022726863622665405,
0.07443255186080933,
-0.06700105220079422,
-0.04521189630031586,
0.03255653381347656,
-0.03166387975215912,
-0.003615416120737791,
-0.027465783059597015,
-0.06098046898841858,
-0.05888878181576729,
-0.06803888827562332,
-0.02326844446361065,
0.018959784880280495,
0.016990385949611664,
-0.051486436277627945,
-0.09060575813055038,
-0.06394500285387039,
0.0014044658746570349,
0.004847132135182619,
0.06699593365192413,
0.004360046237707138,
-0.026899155229330063,
0.04761488735675812,
0.01410516258329153,
0.024780407547950745,
0.014881047420203686,
-0.07376912236213684,
-0.040828488767147064,
-0.03232239559292793,
-0.027793755754828453,
0.06001938879489899,
0.03190460428595543,
0.05249666050076485,
-0.09037119150161743,
0.041573092341423035,
0.004130581393837929,
-0.02520832046866417,
0.07932960242033005,
0.040893975645303726,
0.03510666638612747,
-0.015789182856678963,
-0.03517473489046097,
-0.024722635746002197,
-0.042177073657512665,
-0.07204131782054901,
-0.06763576716184616,
0.008019033819437027,
0.03204526752233505,
-0.0501311756670475,
-0.02458867058157921,
-0.04430612921714783,
0.02226252108812332,
0.07591806352138519,
-0.049726102501153946,
-0.014299072325229645,
0.07419116050004959,
0.010265311226248741,
0.027385933324694633,
0.07168039679527283,
0.025790764018893242,
-0.008267074823379517,
-0.012422773987054825,
0.06819168478250504,
-0.015212281607091427,
-0.015497214160859585,
-0.02486441470682621,
-0.04489976167678833,
0.03591439500451088,
-0.0006211195723153651,
0.06142881140112877,
0.016772277653217316,
0.0025561514776200056,
0.025911029428243637,
-0.04783158749341965,
0.04667329043149948,
-0.01666557975113392,
-0.0361754447221756,
0.06336149573326111,
0.09679068624973297,
-0.03777485713362694,
0.0068969218991696835,
0.02983928471803665,
0.029910095036029816,
0.04368070885539055,
0.05809684842824936,
0.018973402678966522,
0.03526480495929718,
-0.05142337083816528,
-0.013211344368755817,
0.04493413493037224,
0.05784626305103302,
-0.046353936195373535,
0.0054949428886175156,
-0.12601356208324432,
-0.06728818267583847,
-0.04839477688074112,
-0.0694487914443016,
0.01584184542298317,
-0.07531184703111649,
0.038741812109947205,
0.06595997512340546,
-0.017826717346906662,
-0.004911013878881931,
0.0495234876871109,
-0.018612632527947426,
0.029623039066791534,
-0.025960586965084076,
-0.0681980550289154,
0.030989844352006912,
-0.048819251358509064,
-0.05053413659334183,
-0.008944155648350716,
0.03287102282047272,
-0.09898693859577179,
-0.06486447900533676,
0.054724641144275665,
0.02696189656853676,
-0.08395670354366302,
0.030311498790979385,
-0.021772462874650955,
0.008978188037872314,
0.032749343663454056,
-0.010577346198260784,
-0.02329566515982151,
0.014036552049219608,
0.06873258203268051,
-0.0986127257347107,
0.06940565258264542,
0.051636263728141785,
-0.08239270001649857,
0.08967441320419312,
-0.08104663342237473,
-0.05060643330216408,
0.07967288792133331,
0.06598231941461563,
-0.051988884806632996,
-0.008953046053647995,
0.022568123415112495,
0.003450209042057395,
0.01813340373337269,
0.0349629782140255,
-0.017861658707261086,
0.007171028293669224,
0.03634364530444145,
-0.02856963500380516,
0.0500558540225029,
0.041735079139471054,
-0.04747474938631058,
-0.002347824862226844,
-0.018377341330051422,
-0.07302163541316986,
-0.04731575772166252,
0.00563816400244832,
-0.06026507169008255,
-0.02261388674378395,
0.030410943552851677,
0.03975389152765274,
0.026266982778906822,
0.09435670077800751
] |
In particular, when it came to ethical recommendations, we evaluated potential
ethical risks based on our risk assessment methodology using the seven
dimensions of trustworthy AI as defined by the EU high-level expert group on
AI. Trustworthy AI describes AI that is lawful compliant, ethically
responsible and technically reliable. The concept is grounded on the premise
that AI will reach its full potential only when trust can be established
throughout its entire lifecycle, from conception and development to deployment
and usage. One approach to achieving trustworthy AI is by aligning the design
and application of AI with ethical and inclusive values and striving to
maximise its benefits while simultaneously identifying, preventing and
mitigating potential pitfalls.
By
## Results | scraping/output/-1787529068431348079.txt | [
0.03442872315645218,
0.006528374273329973,
-0.055695630609989166,
-0.0822165235877037,
0.016564687713980675,
-0.048691052943468094,
0.09291791170835495,
0.06268198043107986,
0.03925377130508423,
-0.025531115010380745,
0.05912328511476517,
0.028836887329816818,
0.11047198623418808,
-0.028156941756606102,
0.004190610721707344,
0.026286054402589798,
0.05978889763355255,
-0.02589702233672142,
-0.057834140956401825,
-0.03765321150422096,
0.012429225258529186,
0.008646730333566666,
-0.06272134929895401,
0.06429896503686905,
0.09474463760852814,
0.05911910906434059,
-0.05011716112494469,
-0.02653730846941471,
0.03199920430779457,
-0.019986357539892197,
-0.03479815274477005,
-0.017487870529294014,
0.0336945615708828,
-0.09474173933267593,
0.03254413232207298,
0.05476994439959526,
-0.07835498452186584,
-0.02939695306122303,
0.04454030841588974,
-0.07558528333902359,
-0.013084962032735348,
-0.0312307421118021,
0.018349021673202515,
0.05737762525677681,
0.06866829097270966,
0.08785369247198105,
0.011056540533900261,
0.049798384308815,
-0.027597686275839806,
-0.03702985495328903,
-0.04195788875222206,
0.01661836914718151,
0.03909517824649811,
0.030400704592466354,
0.026078274473547935,
-0.04352375492453575,
-0.049082983285188675,
-0.05924027040600777,
-0.0013857600279152393,
0.016213877126574516,
0.023168813437223434,
0.0008956570527516305,
-0.0073997508734464645,
0.033514004200696945,
0.0723084881901741,
0.05115976929664612,
0.013022366911172867,
0.06721308827400208,
-0.04994184151291847,
-0.04201814532279968,
-0.047792356461286545,
0.014077873900532722,
-0.020497942343354225,
-0.062087297439575195,
0.016161225736141205,
0.05919672176241875,
0.04886000230908394,
-0.027136141434311867,
0.03618065267801285,
-0.05404261499643326,
-0.048158273100852966,
-0.042439624667167664,
0.018994493409991264,
0.029179779812693596,
-0.08129430562257767,
0.02944156900048256,
0.013697871938347816,
-0.06128735840320587,
0.10264074057340622,
-0.0860663577914238,
0.044776551425457,
0.018795715644955635,
-0.0867738351225853,
-0.017467381432652473,
-0.041609928011894226,
-0.07633701711893082,
-0.07302987575531006,
0.0925532653927803,
0.09467653930187225,
-0.004081749822944403,
0.05686621740460396,
-0.03624873235821724,
0.03524860367178917,
-0.08685222268104553,
-0.057710010558366776,
0.043762847781181335,
0.017068617045879364,
-0.04878287762403488,
0.044705092906951904,
-0.08268103748559952,
-0.012660665437579155,
0.044746074825525284,
0.10702019184827805,
-0.011888335458934307,
-0.03201755881309509,
0.007140586618334055,
-0.047437239438295364,
-0.05936228483915329,
-0.009686238132417202,
-0.05558806285262108,
0.09121852368116379,
-0.04366406053304672,
-0.0595654733479023,
-0.09497157484292984,
-0.05511863902211189,
-0.0681561678647995,
-0.009622912853956223,
0.06326589733362198,
0.025154896080493927,
0.016385937109589577,
0.028691638261079788,
0.06782778352499008,
0.07967846840620041,
0.036920055747032166,
0.0818982794880867,
0.0922827199101448,
-0.07877783477306366,
0.006795291788876057,
-0.000266405229922384,
-0.04350811243057251,
-0.06749230623245239,
0.058495353907346725,
-0.006863292306661606,
0.03873375803232193,
0.10551706701517105,
-0.011514578014612198,
0.06174013018608093,
-0.07539856433868408,
0.04365178570151329,
0.0011586906621232629,
0.08894644677639008,
-0.00027549220249056816,
0.06271833181381226,
0.02132151834666729,
0.030070146545767784,
-0.07276178151369095,
-0.04025101661682129,
-0.042424432933330536,
0.04365777596831322,
0.0035351859405636787,
-0.028483519330620766,
-0.02085590921342373,
-0.0564693808555603,
-0.004669103305786848,
-0.07491443306207657,
-0.051840756088495255,
0.031366974115371704,
0.07358227670192719,
-0.047384534031152725,
-0.03709728643298149,
-0.05868052318692207,
0.02156846411526203,
-0.03943117335438728,
0.028880072757601738,
-0.022432584315538406,
0.0369647741317749,
-0.03773682564496994,
0.017624065279960632,
0.07616741210222244,
0.05924807861447334,
-0.05259152874350548,
-0.06364685297012329,
-0.03636648878455162,
-0.08418344706296921,
-0.029926666989922523,
-0.0431186780333519,
-0.04645897075533867,
0.05706356465816498,
-0.03767590969800949,
-0.03523759916424751,
0.02857501246035099,
0.015614372678101063,
-0.0599551722407341,
-0.07712310552597046,
-0.05227293074131012,
0.02001301199197769,
-0.08060280978679657,
0.06706120073795319,
0.049823857843875885,
0.024668430909514427,
-0.03861510753631592,
-0.045135799795389175,
-0.006798677612096071,
0.005366106983274221,
0.06785159558057785,
0.012247376143932343,
-0.013357695192098618,
0.029269937425851822,
-0.06457586586475372,
0.06232282146811485,
0.002593184355646372,
-0.08867225050926208,
-0.050527963787317276,
0.09646356850862503,
0.0017668682849034667,
-0.06552045047283173,
0.01841646060347557,
0.06485674530267715,
-0.03253277763724327,
-0.006712011992931366,
0.09069359302520752,
-0.04018732160329819,
0.04834021255373955,
-0.032170556485652924,
0.011674165725708008,
0.0568309910595417,
0.052141908556222916,
-0.08994189649820328,
-0.04576955735683441,
0.05598076060414314,
-0.0747724249958992,
-0.01559979747980833,
-0.043757181614637375,
-0.07889478653669357,
-0.048621583729982376,
-0.09537554532289505,
-0.0572737455368042,
0.04006113484501839,
0.03734009340405464,
-0.007648990489542484,
-0.08401229977607727,
-0.08615023642778397,
0.027360709384083748,
0.017076659947633743,
0.059316184371709824,
0.006757410708814859,
-0.021241899579763412,
0.03438817709684372,
-0.015152014791965485,
0.03625881299376488,
0.008083941414952278,
-0.0602416917681694,
-0.06315411627292633,
-0.01132323406636715,
-0.0269254669547081,
0.05592333525419235,
0.03971152380108833,
0.10782517492771149,
-0.06536511331796646,
0.00866022054105997,
0.012619022279977798,
-0.004712739493697882,
0.05076694115996361,
0.02958729863166809,
0.048576656728982925,
-0.00481970002874732,
0.03327273949980736,
-0.03120720200240612,
-0.05951547250151634,
-0.02187848836183548,
-0.08018554747104645,
-0.005022567696869373,
0.0514863021671772,
-0.04779927060008049,
0.0019875119905918837,
-0.023851793259382248,
0.03229567036032677,
0.03732741251587868,
-0.04267880693078041,
-0.042799338698387146,
0.057696785777807236,
0.02184416353702545,
0.024345044046640396,
0.04930061474442482,
0.044024717062711716,
-0.035906776785850525,
0.0040199775248765945,
0.06643633544445038,
-0.01903815194964409,
-0.011921733617782593,
-0.022825418040156364,
-0.06659004092216492,
0.05031318590044975,
0.015932947397232056,
0.0749427080154419,
0.03344143182039261,
-0.04327086731791496,
0.052628256380558014,
-0.08272797614336014,
0.06901589035987854,
-0.035398345440626144,
-0.05290903523564339,
0.00995812751352787,
0.07600624859333038,
-0.02112005650997162,
-0.010526034981012344,
0.05150602012872696,
0.002048182999715209,
0.030657771974802017,
0.03968576341867447,
0.005873866379261017,
0.05582820996642113,
-0.0042877220548689365,
-0.009499422274529934,
0.05833455175161362,
0.055181439965963364,
-0.0411127544939518,
0.01590758189558983,
-0.09261471778154373,
-0.03881774842739105,
-0.07045694440603256,
-0.05223359912633896,
-0.005354166030883789,
-0.04652298241853714,
0.08023719489574432,
0.07003942131996155,
-0.05036160349845886,
0.00819673202931881,
0.03311454877257347,
0.011638524010777473,
0.00910663791000843,
-0.03569741174578667,
-0.05920157581567764,
0.009314166381955147,
-0.05087855085730553,
-0.018415583297610283,
-0.006455997005105019,
0.0280616395175457,
-0.08817525207996368,
-0.05476726219058037,
0.06321784108877182,
0.020299246534705162,
-0.06901894509792328,
0.012951620854437351,
-0.058298613876104355,
-0.021811187267303467,
0.0336574912071228,
-0.04210479557514191,
-0.05141620710492134,
0.03305646777153015,
0.04149790108203888,
-0.11733150482177734,
0.03768189996480942,
0.08836480230093002,
-0.10134463012218475,
0.0796336904168129,
-0.07768172025680542,
-0.02595234476029873,
0.07670542597770691,
0.08553609997034073,
-0.07622798532247543,
-0.01533448789268732,
0.08233524858951569,
0.03621571883559227,
0.04221649840474129,
0.09837276488542557,
-0.02367146871984005,
0.022574111819267273,
0.025811662897467613,
-0.0016474522417411208,
0.0757187083363533,
0.11031485348939896,
-0.03626701235771179,
-0.0010942636290565133,
-0.002602603053674102,
-0.012824651785194874,
-0.0654166117310524,
0.02166534774005413,
-0.07251764088869095,
-0.03071380779147148,
0.02618350461125374,
0.02503790333867073,
0.03601370379328728,
0.04278535768389702
] |
By
## Results
The assessment process started with a series of interviews with members of the
Newsroom team, which provided valuable insights into their daily tasks and
processes. These interviews have been followed by an in-depth technical and
ethical assessment of potential solutions. In addition, the ML6 team also
carried out various technical experiments to gather a deeper understanding of
the topic at hand. All findings were summarised in a report, serving as
documentation of potential risks and risk mitigation strategies.
Accelerating businesses with AI technology & experts
Contact:
info@ml6.eu
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References | scraping/output/-1787529068431348079.txt | [
0.00789349339902401,
-0.026940982788801193,
-0.042844388633966446,
-0.02468356303870678,
0.04623996093869209,
-0.04686829447746277,
0.06474781036376953,
0.07012899219989777,
0.06723593920469284,
-0.023013081401586533,
0.029024280607700348,
0.03333307057619095,
0.02194664627313614,
-0.03739606961607933,
-0.02604425698518753,
0.06921546906232834,
0.046029508113861084,
-0.06410164386034012,
-0.036017920821905136,
-0.07640642672777176,
0.023860210552811623,
-0.028730083256959915,
-0.05123857781291008,
0.025493314489722252,
0.07866209000349045,
0.06072036176919937,
-0.06079287454485893,
-0.019197335466742516,
0.01516881212592125,
-0.03595292195677757,
-0.015905341133475304,
-0.03837526589632034,
0.0761614665389061,
-0.0873849168419838,
0.030718687921762466,
0.010771556757390499,
-0.033595237880945206,
-0.03432980924844742,
0.039338141679763794,
-0.0604688934981823,
0.00013393281551543623,
0.04708543047308922,
0.0056961639784276485,
0.05790308490395546,
0.027706338092684746,
0.07046180963516235,
-0.02281259559094906,
0.05884320288896561,
-0.013381706550717354,
-0.044298239052295685,
-0.059858035296201706,
0.060251761227846146,
0.020121704787015915,
0.03425092250108719,
0.07739477604627609,
-0.0660996362566948,
-0.0615604892373085,
-0.08961329609155655,
-0.06802850216627121,
0.04153404384851456,
0.04750337824225426,
-0.07376798242330551,
0.000997262541204691,
0.040401946753263474,
0.06709445267915726,
0.08471278846263885,
0.04143902286887169,
0.04751259461045265,
-0.08003189414739609,
-0.07098837196826935,
-0.0554676279425621,
0.06288574635982513,
-0.03169749677181244,
-0.06959644705057144,
-0.014036446809768677,
0.0523315854370594,
-0.0009028036729432642,
-0.05732490122318268,
0.02005346491932869,
-0.029269607737660408,
-0.05951143801212311,
-0.020111514255404472,
-0.053767867386341095,
0.014459678903222084,
-0.06727082282304764,
0.08139766752719879,
0.048047952353954315,
-0.04488436132669449,
0.08261968940496445,
-0.04883652552962303,
0.042609117925167084,
0.036577481776475906,
-0.06981908529996872,
-0.06452925503253937,
-0.049179770052433014,
-0.08874855935573578,
-0.019058620557188988,
0.06337956339120865,
0.0392407588660717,
-0.058416493237018585,
0.046122293919324875,
-0.07501310855150223,
0.09518412500619888,
-0.055929094552993774,
-0.04166906327009201,
0.049325570464134216,
0.04124443233013153,
-0.04646624997258186,
0.06036949157714844,
-0.07039613276720047,
-0.0522133894264698,
0.04763495922088623,
0.08748801797628403,
0.014580268412828445,
-0.04649179056286812,
-0.0177104864269495,
-0.01944015733897686,
-0.05504978820681572,
0.016378073021769524,
-0.05012292414903641,
0.10554911196231842,
-0.048287179321050644,
-0.077375128865242,
-0.07463665306568146,
-0.04364805668592453,
-0.03711767494678497,
-0.017990093678236008,
0.033598776906728745,
0.04509192705154419,
0.01610342413187027,
0.003663724986836314,
0.02491423487663269,
0.018069123849272728,
0.057546455413103104,
0.07974851876497269,
0.08381174504756927,
-0.09890285134315491,
-0.025749050080776215,
-0.04234463721513748,
-0.0400017686188221,
-0.03640621528029442,
0.07045378535985947,
-0.002265983959659934,
0.052293386310338974,
0.08176998794078827,
0.026313424110412598,
0.09069772064685822,
-0.07575733959674835,
0.061595428735017776,
-0.0073894779197871685,
0.11181548982858658,
-0.010794728063046932,
0.07255078107118607,
0.023000281304121017,
0.05990927666425705,
-0.07730957865715027,
-0.06676284968852997,
-0.036365777254104614,
0.009669987484812737,
0.05749525874853134,
-0.07262209057807922,
-0.046831779181957245,
-0.052621982991695404,
0.00861244648694992,
-0.05830958113074303,
-0.01797138713300228,
0.036480098962783813,
0.07325690239667892,
-0.0711398497223854,
-0.03677884116768837,
-0.06845871359109879,
0.049228355288505554,
-0.026646364480257034,
0.08524243533611298,
-0.038077205419540405,
0.05531998723745346,
-0.03625853359699249,
0.032510124146938324,
0.040401019155979156,
0.07656529545783997,
-0.09455375373363495,
-0.023192426189780235,
-0.062136806547641754,
-0.05018839240074158,
-0.06235192343592644,
-0.05304679274559021,
-0.023198643699288368,
0.06134052202105522,
0.040400318801403046,
-0.03425981476902962,
0.010856992565095425,
0.029319612309336662,
-0.06069650128483772,
-0.07700736075639725,
-0.0377495251595974,
0.04980214312672615,
-0.034052591770887375,
0.03657966107130051,
0.05068536475300789,
0.05479464679956436,
0.034231238067150116,
-0.013833809643983841,
0.03999293968081474,
0.05156509205698967,
0.042111918330192566,
-0.0037457069847732782,
-0.01582062616944313,
0.053636208176612854,
-0.042287979274988174,
0.041033752262592316,
0.041033174842596054,
-0.06000909581780434,
-0.05531821399927139,
0.04771709069609642,
0.03929036855697632,
0.0001291356747969985,
0.027598723769187927,
0.08145437389612198,
-0.03955564275383949,
0.04861069470643997,
0.048985496163368225,
-0.014549006707966328,
0.049238983541727066,
-0.07310768961906433,
0.0046006301417946815,
0.02428845316171646,
0.0897618904709816,
-0.08333444595336914,
-0.0687176063656807,
0.032870903611183167,
-0.05308515205979347,
-0.04892709478735924,
-0.05290417745709419,
-0.059136588126420975,
-0.053249187767505646,
-0.047632139176130295,
-0.01753188483417034,
0.037123002111911774,
0.05568660423159599,
-0.05348692089319229,
-0.10430624336004257,
-0.06941695511341095,
0.017907913774251938,
-0.02509605884552002,
0.06129167228937149,
-0.04179592430591583,
-0.023887095972895622,
0.02748836949467659,
0.0010001427726820111,
0.02370559424161911,
0.03551557660102844,
-0.02779770828783512,
-0.014825952239334583,
-0.019177887588739395,
-0.055839862674474716,
0.06646201014518738,
0.047965213656425476,
0.0794481709599495,
-0.05979330465197563,
0.0434434711933136,
0.019446449354290962,
-0.019159695133566856,
0.07517459988594055,
0.05649746581912041,
0.043453048914670944,
0.023775117471814156,
-0.021616574376821518,
-0.04489576444029808,
-0.06236279755830765,
-0.03835984691977501,
-0.0925305113196373,
0.050502676516771317,
0.012329446151852608,
-0.05216797813773155,
-0.05083451047539711,
-0.02488180808722973,
-0.023429295048117638,
0.07170723378658295,
-0.03424496203660965,
-0.018353577703237534,
0.08792399615049362,
-0.010481630451977253,
0.023171741515398026,
0.045482441782951355,
0.03542465716600418,
-0.048381008207798004,
-0.014357026666402817,
0.06376054883003235,
-0.009476696141064167,
-0.051232222467660904,
-0.03401349484920502,
-0.05200362950563431,
0.024042123928666115,
-0.0024600084871053696,
0.07946891337633133,
0.04028023034334183,
-0.014887376688420773,
0.06557755917310715,
-0.031978048384189606,
0.025269795209169388,
-0.0017891922034323215,
-0.016062414273619652,
0.04692738130688667,
0.06625198572874069,
-0.038284871727228165,
-0.031072409823536873,
0.023691073060035706,
0.052425675094127655,
0.02816905826330185,
0.023218389600515366,
0.03313139081001282,
0.04632679373025894,
-0.060553502291440964,
-0.0067642987705767155,
0.061896029859781265,
0.0661487728357315,
-0.0258968323469162,
0.034394342452287674,
-0.08438938856124878,
-0.06865906715393066,
-0.04096074029803276,
-0.049530379474163055,
0.003941489849239588,
-0.06889528036117554,
0.05737106874585152,
0.07953311502933502,
-0.05728970095515251,
-0.026077385991811752,
0.04683558642864227,
-0.016567502170801163,
0.02230275236070156,
-0.040195487439632416,
-0.03921627998352051,
0.04916228726506233,
-0.03852125629782677,
-0.0321446992456913,
0.0035469180438667536,
0.07244103401899338,
-0.10696957260370255,
-0.061987072229385376,
0.03541378304362297,
0.01228375919163227,
-0.07133086770772934,
0.025244370102882385,
-0.03809060901403427,
-0.024543602019548416,
0.05209391564130783,
-0.02559003420174122,
-0.019012214615941048,
0.01502950582653284,
0.07403039932250977,
-0.07263253629207611,
0.036381203681230545,
0.04657799378037453,
-0.09272878617048264,
0.08270076662302017,
-0.07162094861268997,
-0.06048568710684776,
0.09174927324056625,
0.052195243537425995,
-0.07777431607246399,
-0.030429890379309654,
0.027973409742116928,
0.021269723773002625,
0.012876897118985653,
0.06771785765886307,
-0.039327044039964676,
0.004696948453783989,
0.03630797937512398,
-0.026842337101697922,
0.08357080072164536,
0.0593588761985302,
-0.041772469878196716,
0.03358638659119606,
-0.016212856397032738,
-0.07954316586256027,
-0.03636304289102554,
0.01529137883335352,
-0.04613828659057617,
-0.024468719959259033,
0.035159505903720856,
0.045006923377513885,
0.0075770276598632336,
0.07283233851194382
] |
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/-1787529068431348079.txt | [
0.013621586374938488,
-0.021487006917595863,
-0.03108374774456024,
-0.04486675560474396,
0.040134090930223465,
-0.062043678015470505,
0.07488804310560226,
0.1003735214471817,
0.048068661242723465,
-0.030610058456659317,
0.05472323298454285,
0.05536283552646637,
0.04954788088798523,
-0.021731674671173096,
-0.0312911793589592,
0.049520399421453476,
0.025413213297724724,
-0.03663483262062073,
-0.0595235712826252,
-0.050920046865940094,
0.008694079704582691,
0.010340076871216297,
-0.07408159226179123,
0.056910187005996704,
0.07260126620531082,
0.057661622762680054,
-0.02136566862463951,
0.00016581063391640782,
0.05517277494072914,
-0.04320579767227173,
-0.04508546367287636,
-0.05041823908686638,
0.060573760420084,
-0.08730404824018478,
0.047479718923568726,
0.027792222797870636,
-0.054292429238557816,
-0.03129374235868454,
0.041901566088199615,
-0.08950444310903549,
-0.007675919681787491,
-0.004073381889611483,
0.011318427510559559,
0.057049818336963654,
0.010716316290199757,
0.0563136488199234,
-0.02877025119960308,
0.02907569520175457,
-0.01770516112446785,
-0.01975649781525135,
-0.05790400505065918,
0.048034537583589554,
0.002347118454053998,
0.048109181225299835,
0.06310395151376724,
-0.07043029367923737,
-0.08449869602918625,
-0.06173009052872658,
-0.06186406686902046,
0.041238509118556976,
0.056484002619981766,
-0.07862705737352371,
0.028101179748773575,
0.04169531911611557,
0.08395753800868988,
0.0789404883980751,
0.03620680794119835,
0.041508447378873825,
-0.07974730432033539,
-0.04854871332645416,
-0.06304874271154404,
0.07221778482198715,
0.005239552818238735,
-0.07035323977470398,
-0.005592514760792255,
0.03955443948507309,
0.05025149881839752,
-0.05729066953063011,
0.016041120514273643,
-0.03449259325861931,
-0.0586734414100647,
-0.03835989534854889,
-0.04574285447597504,
0.03655962273478508,
-0.05849782004952431,
0.051822856068611145,
0.047880299389362335,
-0.057998497039079666,
0.04878418520092964,
-0.047778982669115067,
0.053893063217401505,
0.06333991885185242,
-0.0862109512090683,
-0.06648112833499908,
-0.04040500521659851,
-0.07291800528764725,
-0.03260008990764618,
0.056101709604263306,
0.03514697030186653,
-0.05263447016477585,
0.058907121419906616,
-0.07167797535657883,
0.04893285408616066,
-0.05449562147259712,
-0.045442402362823486,
0.04826454445719719,
0.01998954266309738,
-0.07762312144041061,
0.061337973922491074,
-0.0684569701552391,
-0.05673239380121231,
0.055489614605903625,
0.08405838906764984,
0.08108694106340408,
-0.0608036071062088,
-0.03469141945242882,
-0.008962797932326794,
-0.0802956223487854,
0.01988680101931095,
-0.017252402380108833,
0.07769136130809784,
-0.041381459683179855,
-0.059513337910175323,
-0.07866224646568298,
-0.04881809651851654,
-0.03776967525482178,
0.0107328025624156,
0.04332146793603897,
-0.011983383446931839,
0.033841323107481,
0.0296737439930439,
0.052181731909513474,
0.02029893361032009,
0.08377216756343842,
0.07338406145572662,
0.08276204019784927,
-0.06946414709091187,
-0.013333303853869438,
-0.034576915204524994,
-0.03750135004520416,
-0.03857475519180298,
0.05963140353560448,
-0.035764776170253754,
0.05614645779132843,
0.06972195208072662,
0.01666105166077614,
0.0988241657614708,
-0.04288521781563759,
0.057905372232198715,
-0.0030557173304259777,
0.09004919230937958,
-0.03425518795847893,
0.09713122993707657,
0.06368198990821838,
0.06510236114263535,
-0.06554350256919861,
-0.04309242218732834,
-0.023004764690995216,
0.04420871660113335,
0.05339035019278526,
-0.05596188083291054,
-0.04623968526721001,
-0.053115248680114746,
-0.01885940507054329,
-0.05131305381655693,
-0.03180389851331711,
0.018005434423685074,
0.06806493550539017,
-0.061470601707696915,
-0.05716888606548309,
-0.03760738670825958,
0.04613926261663437,
-0.04619931802153587,
0.0906616672873497,
-0.025486743077635765,
0.04434480890631676,
-0.06284284591674805,
0.04762993007898331,
0.0591968335211277,
0.03980886563658714,
-0.03864123299717903,
-0.05280296131968498,
-0.0672813430428505,
-0.04344717040657997,
-0.07383400946855545,
-0.060083989053964615,
-0.055601853877305984,
0.02954641357064247,
0.04386473074555397,
-0.0335594080388546,
0.000436578004155308,
0.04588703811168671,
-0.06457006931304932,
-0.06622264534235,
-0.04190661758184433,
0.022953184321522713,
-0.03689463809132576,
0.0753181055188179,
0.06093701720237732,
0.03061080351471901,
0.002237668028101325,
-0.013397684320807457,
0.08268935233354568,
0.054169632494449615,
0.048064008355140686,
-0.019361713901162148,
-0.03266773745417595,
0.04606645181775093,
-0.06199481710791588,
0.05369282141327858,
0.060657188296318054,
-0.043197162449359894,
-0.03784755617380142,
0.03844481334090233,
-0.004289062228053808,
-0.032464850693941116,
0.0428694486618042,
0.09233015030622482,
-0.05146606266498566,
0.038354456424713135,
0.018338527530431747,
-0.028401024639606476,
0.03332361951470375,
-0.08326998353004456,
-0.014105875045061111,
0.025357555598020554,
0.04510253667831421,
-0.07253219187259674,
-0.03113487735390663,
0.05110799893736839,
-0.0238922331482172,
-0.05233679711818695,
-0.06340236961841583,
-0.08148561418056488,
-0.062036145478487015,
-0.058275748044252396,
-0.023526189848780632,
0.05171205475926399,
0.07352925837039948,
-0.05736945569515228,
-0.06847906857728958,
-0.05033231899142265,
0.030765840783715248,
-0.05959819257259369,
0.038162749260663986,
-0.03954452648758888,
-0.02077537402510643,
0.015131720341742039,
-0.012818665243685246,
0.02856958657503128,
0.01368282362818718,
-0.03894437476992607,
-0.02819802612066269,
-0.03456467390060425,
-0.058935895562171936,
0.05450715497136116,
0.04253764450550079,
0.07627395540475845,
-0.05797219276428223,
0.040304966270923615,
0.015950333327054977,
-0.041271522641181946,
0.08794144541025162,
0.04974056035280228,
0.03913507238030434,
0.02208593674004078,
-0.0193749088793993,
-0.057332850992679596,
-0.03932427242398262,
-0.051835257560014725,
-0.05936382710933685,
0.07090648263692856,
0.03087368793785572,
-0.04854508489370346,
-0.0629018247127533,
-0.01865013688802719,
-0.0006724693230353296,
0.06899505853652954,
-0.06527002900838852,
-0.055337537080049515,
0.07079548388719559,
0.009515073150396347,
0.05535506457090378,
0.06593343615531921,
0.05238506570458412,
-0.023971792310476303,
0.007631661370396614,
0.05544472858309746,
-0.055596478283405304,
-0.06019436568021774,
-0.022622713819146156,
-0.048225004225969315,
0.03466721624135971,
-0.03704367205500603,
0.06827244162559509,
0.038739901036024094,
-0.0020518507808446884,
0.0683758556842804,
-0.034294988960027695,
0.05140466243028641,
-0.0324745774269104,
-0.01818237453699112,
0.05466592684388161,
0.06778178364038467,
-0.047297872602939606,
0.03445156291127205,
0.013113905675709248,
0.017935292795300484,
0.02826404757797718,
0.019826866686344147,
0.0504649393260479,
0.06364814192056656,
-0.05726705864071846,
-0.022123748436570168,
0.02506607212126255,
0.07313460111618042,
-0.005420740228146315,
0.05801764130592346,
-0.10756799578666687,
-0.04919562488794327,
-0.026019655168056488,
-0.02002152055501938,
0.012220810167491436,
-0.08101563900709152,
0.05394050106406212,
0.06795486807823181,
-0.08698362112045288,
-0.036786094307899475,
0.041556570678949356,
0.017513714730739594,
-0.003958563320338726,
-0.04177187755703926,
-0.042340248823165894,
0.0494186133146286,
-0.0673447847366333,
-0.05237410217523575,
-0.012925947085022926,
0.0449109822511673,
-0.06995172798633575,
-0.07342295348644257,
0.025981778278946877,
0.024923522025346756,
-0.07155607640743256,
0.02952357940375805,
-0.04874304682016373,
-0.04902257025241852,
0.0762990266084671,
-0.023398980498313904,
-0.03074844926595688,
0.022868558764457703,
0.09056979417800903,
-0.09716497361660004,
0.02977328933775425,
0.04616164043545723,
-0.06470365822315216,
0.05295351520180702,
-0.04685840755701065,
-0.024373218417167664,
0.08804167807102203,
0.07981952279806137,
-0.06119666248559952,
-0.04908561706542969,
0.037150003015995026,
0.048020005226135254,
0.014648481272161007,
0.0645703375339508,
-0.02947879023849964,
-0.01018093153834343,
0.02116050384938717,
-0.028245635330677032,
0.0819196105003357,
0.07837831974029541,
-0.03883840888738632,
-0.0033270283602178097,
-0.010865778662264347,
-0.04545187950134277,
-0.039897918701171875,
0.01985750161111355,
-0.03464069962501526,
-0.03617687523365021,
0.04578359052538872,
0.03824009373784065,
0.009624701924622059,
0.037502992898225784
] |
Generative AI
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
Blogposts
All Posts
November 5, 2023
# Whisper Deployment Decisions: Part I — Evaluating Latency, Costs, and
Performance Metrics
Contributors
No items found.
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Share this post | scraping/output/9169651862203302984.txt | [
0.01042860560119152,
-0.018191082403063774,
-0.030957309529185295,
-0.029181698337197304,
0.0481637567281723,
-0.05570989474654198,
0.07377815246582031,
0.08329684287309647,
0.04956739395856857,
-0.045291718095541,
0.04524590075016022,
0.05026794970035553,
0.029459523037075996,
-0.026093753054738045,
-0.024226682260632515,
0.07492157071828842,
0.020959550514817238,
-0.030284317210316658,
-0.03477705270051956,
-0.07034002989530563,
0.0003677053900901228,
0.002065354958176613,
-0.051214564591646194,
0.06403903663158417,
0.08975747972726822,
0.025564033538103104,
-0.06269945949316025,
-0.006053881719708443,
0.04582468792796135,
-0.019913500174880028,
-0.032205965369939804,
-0.05894991755485535,
0.04777522385120392,
-0.08284977078437805,
0.02212579920887947,
-0.01978333294391632,
-0.04516466706991196,
-0.025715027004480362,
0.08291976898908615,
-0.09963145107030869,
-0.0059736971743404865,
0.042215026915073395,
0.022493502125144005,
0.014287155121564865,
0.03411659970879555,
0.04222344979643822,
-0.012373456731438637,
0.035261739045381546,
-0.02572152577340603,
-0.030828069895505905,
-0.07380897551774979,
0.04702970013022423,
0.029094306752085686,
0.03036576509475708,
0.060235396027565,
-0.07281485199928284,
-0.05621855705976486,
-0.06986702978610992,
-0.04722819849848747,
0.026658302173018456,
0.03944828733801842,
-0.10333359986543655,
-0.0026746420189738274,
0.035459376871585846,
0.06293107569217682,
0.08242039382457733,
0.019989628344774246,
0.032355356961488724,
-0.0906219556927681,
-0.061847224831581116,
-0.050384391099214554,
0.08558075875043869,
0.0014853442553430796,
-0.05993805453181267,
-0.011792100965976715,
0.036190215498209,
0.030103150755167007,
-0.06073154881596565,
0.014350036159157753,
-0.02509244717657566,
-0.05436992645263672,
-0.001959275221452117,
-0.034380704164505005,
-0.004898166283965111,
-0.07335460186004639,
0.052830394357442856,
0.03915640339255333,
-0.05822090059518814,
0.08693186193704605,
-0.05237741395831108,
0.033885471522808075,
0.06351111829280853,
-0.0614740215241909,
-0.04192378371953964,
-0.03386266529560089,
-0.09267645329236984,
-0.045185260474681854,
0.0664636418223381,
0.049985650926828384,
-0.043606117367744446,
0.04838699847459793,
-0.05601000785827637,
0.09491929411888123,
-0.07281052321195602,
-0.05425694212317467,
0.05521069094538689,
0.03656911477446556,
-0.08659008890390396,
0.054678283631801605,
-0.06266435235738754,
-0.0705152079463005,
0.06423778086900711,
0.09681583940982819,
0.06629690527915955,
-0.04945932701230049,
-0.031706202775239944,
-0.03644471988081932,
-0.07664268463850021,
0.019578607752919197,
-0.002729260828346014,
0.10955426841974258,
-0.05212654173374176,
-0.11785655468702316,
-0.08739476650953293,
-0.04663022607564926,
-0.007671535015106201,
0.0054788170382380486,
0.018912987783551216,
0.003224975196644664,
0.040725529193878174,
0.027025403454899788,
0.00806922372430563,
0.028227241709828377,
0.06527312844991684,
0.07361919432878494,
0.0870717316865921,
-0.07909682393074036,
-0.0277373306453228,
-0.03830936923623085,
-0.04537742957472801,
-0.025568725541234016,
0.04966474696993828,
-0.007564118131995201,
0.04122311621904373,
0.0442294180393219,
0.023609258234500885,
0.1090555265545845,
-0.06663579493761063,
0.06176640838384628,
-0.03169670328497887,
0.0896671712398529,
-0.03085978701710701,
0.08781975507736206,
0.050759244710206985,
0.03877633810043335,
-0.050238922238349915,
-0.06342516094446182,
-0.03684953600168228,
0.033558011054992676,
0.050960857421159744,
-0.038362231105566025,
-0.054007310420274734,
-0.02702287770807743,
-0.02032284252345562,
-0.05487069860100746,
-0.0021731527522206306,
0.0534813366830349,
0.05569916591048241,
-0.0367722362279892,
-0.09291565418243408,
-0.07086333632469177,
0.05686460807919502,
-0.0653470903635025,
0.0699932873249054,
-0.023882003501057625,
0.032449595630168915,
-0.07062610238790512,
0.06383752077817917,
0.03653886914253235,
0.05845173820853233,
-0.08028887957334518,
-0.02050994709134102,
-0.06288094818592072,
-0.05566317215561867,
-0.09087404608726501,
-0.0589444637298584,
-0.043259259313344955,
0.0103033147752285,
0.02017374150454998,
-0.027943136170506477,
-0.023215066641569138,
0.05563640221953392,
-0.057163260877132416,
-0.07412742078304291,
-0.03429035097360611,
0.038114283233881,
-0.006964468397200108,
0.048599280416965485,
0.032592013478279114,
0.04969261959195137,
0.023701578378677368,
-0.005675334017723799,
0.04214198514819145,
0.04450869560241699,
0.07726547122001648,
-0.011648484505712986,
-0.019626209512352943,
0.09474317729473114,
-0.026609817519783974,
0.023173503577709198,
0.06020991876721382,
-0.034079451113939285,
-0.00330462702549994,
0.043505191802978516,
0.014531375840306282,
-0.00908569060266018,
0.044602345675230026,
0.07215554267168045,
-0.03922799974679947,
0.06950397044420242,
0.025305157527327538,
-0.027414066717028618,
0.07305802404880524,
-0.07703977823257446,
-0.01034369133412838,
0.02274296060204506,
0.06211984530091286,
-0.06909017264842987,
-0.034856166690588,
0.045224640518426895,
-0.06569858640432358,
-0.05183473974466324,
-0.06596744805574417,
-0.07281855493783951,
-0.03976893052458763,
-0.06073594093322754,
-0.01436631940305233,
0.02444540150463581,
0.06662104278802872,
-0.045819561928510666,
-0.06251081079244614,
-0.056194305419921875,
0.03534070774912834,
-0.039495691657066345,
0.06393357366323471,
-0.05631806328892708,
-0.012572702020406723,
0.026054255664348602,
-0.005242004990577698,
0.0036535183899104595,
0.035545796155929565,
-0.01652095653116703,
-0.009552350267767906,
-0.022575942799448967,
-0.04725410044193268,
0.05651075392961502,
0.06708298623561859,
0.08098898828029633,
-0.05157599598169327,
0.06858831644058228,
0.013915693387389183,
-0.02922147884964943,
0.06901363283395767,
0.05430375784635544,
0.034500300884246826,
0.051700301468372345,
-0.03508998081088066,
-0.06526344269514084,
-0.056993767619132996,
-0.0633024349808693,
-0.06913623213768005,
0.03542108088731766,
0.009400187991559505,
-0.03375842794775963,
-0.06386277079582214,
-0.02977984957396984,
0.011214709840714931,
0.05703297629952431,
-0.0575702041387558,
-0.026788940653204918,
0.07901762425899506,
-0.005740881897509098,
0.03684514760971069,
0.04198716580867767,
0.02045930176973343,
-0.045134320855140686,
-0.016880463808774948,
0.08280910551548004,
-0.03881959617137909,
-0.04273897781968117,
-0.04178321734070778,
-0.05125341936945915,
0.014670518226921558,
-0.014441045932471752,
0.09598678350448608,
0.04168855398893356,
0.004115796182304621,
0.04731431603431702,
-0.05800413340330124,
0.03346672281622887,
-0.007587972097098827,
-0.028116514906287193,
0.05166614055633545,
0.06429648399353027,
-0.03321604058146477,
0.028992636129260063,
-0.0006354321376420557,
0.02784760855138302,
0.04735877737402916,
0.03132283315062523,
0.07312057167291641,
0.04883066192269325,
-0.04373149946331978,
-0.0003915357810910791,
0.03882506489753723,
0.08392836898565292,
-0.006083811167627573,
0.05158012732863426,
-0.08326220512390137,
-0.05510132387280464,
-0.035229213535785675,
-0.06597067415714264,
0.003359328955411911,
-0.0738416239619255,
0.011348208412528038,
0.07073403149843216,
-0.059955112636089325,
-0.03517570719122887,
0.029018474742770195,
0.018349412828683853,
0.013358641415834427,
-0.02757284790277481,
-0.014890017919242382,
0.045804448425769806,
-0.038302741944789886,
-0.0393843948841095,
-0.009784532710909843,
0.05810011550784111,
-0.06245611980557442,
-0.06201419606804848,
0.03994616121053696,
0.01960556022822857,
-0.08977235853672028,
0.040706418454647064,
-0.028145143762230873,
-0.04702591896057129,
0.0855342224240303,
-0.030655359849333763,
-0.06346002221107483,
0.038489796221256256,
0.09377928823232651,
-0.0655372217297554,
0.030213164165616035,
0.046939536929130554,
-0.07817742973566055,
0.07393765449523926,
-0.05316777899861336,
-0.049978334456682205,
0.06875178962945938,
0.059797562658786774,
-0.052961938083171844,
-0.07257421314716339,
0.04098665714263916,
0.0316423699259758,
0.023778973147273064,
0.04010755196213722,
-0.017347214743494987,
0.01356202270835638,
0.025142187252640724,
-0.03171597793698311,
0.06726941466331482,
0.08579254150390625,
-0.024788547307252884,
0.018380528315901756,
-0.040519267320632935,
-0.057736802846193314,
-0.04248891398310661,
0.010041548870503902,
-0.06107489392161369,
-0.025951510295271873,
0.009860074147582054,
0.06270553916692734,
0.017535503953695297,
0.06303131580352783
] |
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Share this post
Deploying any Machine Learning model into production requires a thorough
consideration of three major factors:
* Performance metrics
* Latency
* Deployment cost
While numerous articles cover training, fine-tuning, and explaining the paper
behind Whisper, there is a scarcity of resources focusing on running Whisper
in a production environment. Embarking on a two-part blog series, we delve
into the practicalities of implementing OpenAI Whisper in a production
environment. In the first part, we navigate the tradeoffs between model sizes
and GPUs, shedding light on optimal choices. The sequel takes a closer look at
the transformative effects of tools and techniques like JAX, ONNX, and KernlAI
on these metrics. | scraping/output/9169651862203302984.txt | [
0.04343679919838905,
-0.05514019727706909,
-0.04865872487425804,
-0.047031521797180176,
0.06392793357372284,
0.00103446573484689,
0.053071800619363785,
0.0550573356449604,
0.054480474442243576,
-0.017484070733189583,
0.041244667023420334,
0.005949703510850668,
0.06561438739299774,
-0.03590930253267288,
-0.0396723747253418,
0.07170939445495605,
0.03178080543875694,
-0.007192213088274002,
-0.07983527332544327,
-0.0624125599861145,
0.004550247453153133,
0.0040295738726854324,
-0.027492914348840714,
0.025832653045654297,
0.0748383179306984,
0.056215472519397736,
-0.029123950749635696,
-0.01581060141324997,
0.056728288531303406,
-0.07167893648147583,
-0.03165704756975174,
-0.05041421204805374,
0.05623205751180649,
-0.058074649423360825,
0.00053859141189605,
0.015762420371174812,
-0.0663471594452858,
-0.0464211069047451,
0.06875459849834442,
-0.06560494750738144,
0.019199633970856667,
0.016526147723197937,
0.04283258691430092,
0.0016297480324283242,
0.035347819328308105,
0.026988251134753227,
-0.03351854905486107,
0.006682640872895718,
-0.050646740943193436,
-0.04854338616132736,
-0.03364258632063866,
0.05292457714676857,
0.028991417959332466,
0.006080704741179943,
0.019908860325813293,
-0.0429253950715065,
-0.06263624131679535,
-0.08169437944889069,
-0.03184799477458,
0.05019776523113251,
0.010163173079490662,
-0.058147627860307693,
0.00686960993334651,
0.038878925144672394,
0.08188695460557938,
0.08747966587543488,
0.005155842285603285,
0.019865604117512703,
-0.07338310778141022,
-0.0794435366988182,
-0.048862941563129425,
0.05862320959568024,
-0.03085876815021038,
-0.049421656876802444,
0.01902865245938301,
0.010509798303246498,
0.024302661418914795,
-0.05951936915516853,
0.05262161046266556,
-0.009804756380617619,
-0.08292025327682495,
0.0013553985627368093,
-0.0389677956700325,
0.017588336020708084,
-0.04495714604854584,
0.07131848484277725,
0.017234530299901962,
-0.026415525004267693,
0.07055411487817764,
-0.05394700914621353,
0.021645991131663322,
0.0409490205347538,
-0.055279575288295746,
-0.026026323437690735,
-0.08776485919952393,
-0.08950880914926529,
-0.08281494677066803,
0.04918564110994339,
0.06045288220047951,
-0.011031202040612698,
0.058860525488853455,
-0.04235633462667465,
0.10058633238077164,
-0.03998454660177231,
-0.057207055389881134,
0.05571233108639717,
0.03816193342208862,
-0.07078082859516144,
0.021827852353453636,
-0.06320425122976303,
-0.0632278174161911,
0.02765101194381714,
0.10297457128763199,
0.05288117751479149,
-0.034020714461803436,
-0.08913455903530121,
-0.043060217052698135,
-0.07100671529769897,
0.05068139359354973,
-0.021934475749731064,
0.09138958156108856,
-0.05107947811484337,
-0.08470703661441803,
-0.06528054922819138,
-0.056019753217697144,
-0.0048167346976697445,
0.009354999288916588,
0.03978990018367767,
0.007181855849921703,
0.026967192068696022,
0.04669973999261856,
0.029280513525009155,
0.018903708085417747,
0.07686080038547516,
0.051711950451135635,
0.07069212198257446,
-0.0392538383603096,
0.007863935083150864,
-0.037177953869104385,
-0.06310655921697617,
-0.06839551031589508,
0.060417890548706055,
-0.0043382225558161736,
0.08241015672683716,
0.08046562224626541,
0.046439629048109055,
0.11010758578777313,
-0.1030590683221817,
0.08089212328195572,
-0.02779359370470047,
0.08347169309854507,
0.016647089272737503,
0.06450434029102325,
0.021223271265625954,
0.03481389582157135,
-0.0404900386929512,
-0.07470186799764633,
-0.05635026469826698,
0.06241635978221893,
0.051941949874162674,
-0.03612912446260452,
-0.031015487387776375,
-0.07821181416511536,
-0.02832098864018917,
-0.04955301806330681,
-0.05106838792562485,
0.005827147979289293,
0.05828149989247322,
-0.04879354313015938,
-0.06339137256145477,
-0.08696947991847992,
0.030752133578062057,
-0.036569997668266296,
0.09834491461515427,
-0.00452082883566618,
0.011857293546199799,
-0.06299766898155212,
0.028352811932563782,
0.06294063478708267,
0.0433347262442112,
-0.09406527876853943,
-0.007683833595365286,
-0.03215089440345764,
-0.0600106343626976,
-0.04794767498970032,
-0.055073630064725876,
-0.04961845278739929,
-0.0034603860694915056,
0.021946443244814873,
-0.04781939461827278,
-0.031509678810834885,
0.029592154547572136,
-0.03527871519327164,
-0.06817078590393066,
-0.04052155837416649,
0.006029745563864708,
0.0020370720885694027,
0.051247578114271164,
0.060484569519758224,
0.0928741842508316,
-0.0175018347799778,
0.002620139392092824,
0.051940225064754486,
0.04531099274754524,
0.06388534605503082,
-0.026710834354162216,
-0.05381608009338379,
0.09428278356790543,
-0.027822120115160942,
0.027899036183953285,
0.051074542105197906,
-0.04327273741364479,
-0.015829510986804962,
0.03630748763680458,
-0.00011216977145522833,
-0.0345274843275547,
0.03081466071307659,
0.07108793407678604,
-0.039009734988212585,
0.06596846878528595,
0.036345429718494415,
-0.04241323843598366,
0.047508563846349716,
-0.06708083301782608,
-0.037814706563949585,
0.07194434851408005,
0.050912197679281235,
-0.09574373066425323,
-0.04083899408578873,
0.05995239317417145,
-0.08374074101448059,
-0.014787930063903332,
-0.06856495887041092,
-0.053416769951581955,
-0.0600222609937191,
-0.061493776738643646,
0.01684076525270939,
0.038963433355093,
0.08383394777774811,
-0.061448320746421814,
-0.07070478796958923,
-0.060522694140672684,
0.03693513944745064,
-0.001975559862330556,
0.06823205202817917,
-0.041061315685510635,
-0.04898280277848244,
-0.03646346554160118,
-0.04013408347964287,
0.040380917489528656,
0.027944065630435944,
-0.00887732207775116,
-0.07157794386148453,
-0.028329649940133095,
-0.0293694157153368,
0.07988700270652771,
0.07144105434417725,
0.034895703196525574,
-0.07585334777832031,
0.062398817390203476,
0.007543165236711502,
-0.014855273999273777,
0.02623078040778637,
0.03745436668395996,
0.02122172899544239,
0.049855392426252365,
-0.04975244030356407,
-0.04283702373504639,
-0.0665372908115387,
-0.034099750220775604,
-0.08362855017185211,
0.03110433928668499,
0.035952650010585785,
-0.039539486169815063,
-0.0402613990008831,
-0.030626654624938965,
0.046063099056482315,
0.06079266592860222,
-0.055473484098911285,
-0.03601638600230217,
0.07087444514036179,
0.021577930077910423,
0.07354185730218887,
0.04011008143424988,
-0.0035002422519028187,
-0.02490028366446495,
-0.029345838353037834,
0.09040571749210358,
-0.03264375403523445,
-0.049782756716012955,
-0.045838840305805206,
-0.054543428122997284,
-0.011302866041660309,
-0.012087064795196056,
0.11078453809022903,
0.052988383919000626,
-0.005539896432310343,
0.05007175728678703,
-0.08262848109006882,
0.03369854763150215,
-0.0029926463030278683,
-0.04051080346107483,
0.03225088119506836,
0.07054100930690765,
-0.054015833884477615,
0.06268113106489182,
0.014946803450584412,
0.06256658583879471,
0.03131050616502762,
0.02555568516254425,
0.07863880693912506,
0.07709909975528717,
-0.03255871683359146,
-0.0165187306702137,
-0.0005451699835248291,
0.06718553602695465,
-0.01349981315433979,
0.07174791395664215,
-0.09234709292650223,
-0.052639249712228775,
-0.045904163271188736,
-0.0817461684346199,
-0.028465554118156433,
-0.09127017110586166,
0.024940719828009605,
0.06233057379722595,
-0.04741409048438072,
-0.01299662608653307,
-0.009895974770188332,
0.014026575721800327,
0.006391492206603289,
0.0023458858486264944,
-0.018373893573880196,
0.029687469825148582,
-0.07557082176208496,
-0.022554930299520493,
-0.014863992109894753,
0.04196599870920181,
-0.04952947795391083,
-0.055261969566345215,
0.01971144787967205,
-0.00009876974945655093,
-0.06071944907307625,
0.05289451777935028,
-0.04534199833869934,
-0.011443203315138817,
0.05204364284873009,
-0.04658646881580353,
-0.06911279261112213,
0.007808026857674122,
0.11864204704761505,
-0.040908828377723694,
0.025019025430083275,
0.08106595277786255,
-0.05558408424258232,
0.08299701660871506,
-0.04902055487036705,
-0.03070363588631153,
0.047900035977363586,
0.08863694965839386,
-0.03735363855957985,
-0.03544774651527405,
0.06667543202638626,
0.043064333498477936,
0.045923080295324326,
0.029294930398464203,
-0.00835178792476654,
0.016524534672498703,
0.03677898272871971,
-0.02180430479347706,
0.07443198561668396,
0.04874536395072937,
-0.008635648526251316,
0.0019307845504954457,
-0.05323011055588722,
-0.021441636607050896,
-0.032974861562252045,
0.019135508686304092,
-0.05190353840589523,
-0.028058942407369614,
0.006299393251538277,
0.051064830273389816,
0.0522448867559433,
0.039995331317186356
] |
Using HuggingFace's Whisper implementation, we benchmarked multilingual models
across different batch sizes (1,2,4,8,and 16) on CPUs and GPUs (T4,V100,and
A100) to evaluate inference speed. All the benchmarks were done on the test
split of the HuggingFace dataset: librispeech_asr.
Key Findings:
* As the size of the Whisper model increases, the inference time becomes slower since larger models have more parameters.
* Running Whisper on CPUs is noticeably slower compared to using GPUs.
* Irrespective of the model size, the inference time is the quickest on A100.
To sum it up: The T4 GPU emerges as the optimal choice for supporting any
Whisper model (except Whisper large-v2) in online (Batch-size = 1) and batch
settings. It offers a cost-effective solution compared to the P100 and A100
GPUs. Despite the P100’s superior speed in batch settings compared to the T4,
the tradeoff of higher costs makes it a less economical choice.
Read the full article on our Medium account.
| scraping/output/9169651862203302984.txt | [
0.023811541497707367,
-0.039848458021879196,
-0.044072750955820084,
-0.06266563385725021,
0.06778089702129364,
-0.017244936898350716,
0.03558119013905525,
0.021306617185473442,
0.054558806121349335,
-0.02605784684419632,
0.05148101598024368,
0.01833261176943779,
0.033459004014730453,
-0.02653334103524685,
-0.03253019228577614,
0.06917154043912888,
0.046894270926713943,
0.006740891374647617,
-0.10798244923353195,
-0.08931045979261398,
0.027143916115164757,
-0.031088214367628098,
-0.048381559550762177,
0.033682484179735184,
0.06333525478839874,
0.056384917348623276,
-0.017508773133158684,
-0.012733184732496738,
0.03103938139975071,
-0.05491457134485245,
-0.02187916450202465,
-0.0201522596180439,
0.06366126984357834,
-0.05039883777499199,
-0.006483747623860836,
-0.00413877610117197,
-0.047852009534835815,
-0.015249260701239109,
0.07107313722372055,
-0.08403734862804413,
0.014406419359147549,
0.004022484179586172,
0.01941680908203125,
0.035617828369140625,
0.06274422258138657,
0.05527232587337494,
-0.0531705766916275,
0.036000072956085205,
-0.04621635004878044,
-0.007627006154507399,
-0.03631671890616417,
0.06089652329683304,
0.04575391113758087,
0.03295217081904411,
0.028473153710365295,
-0.042883098125457764,
-0.0632239356637001,
-0.09601296484470367,
-0.022728074342012405,
0.021867260336875916,
0.052030693739652634,
-0.05658097565174103,
0.005617130547761917,
0.012253106571733952,
0.08046332001686096,
0.07957123219966888,
-0.020817305892705917,
0.02883312851190567,
-0.03839247301220894,
-0.05713159590959549,
-0.039580583572387695,
0.07600996643304825,
0.010965288616716862,
-0.03928947076201439,
0.030140437185764313,
0.034072816371917725,
0.04123387858271599,
-0.08611662685871124,
0.053006548434495926,
-0.040299370884895325,
-0.05510283261537552,
-0.04843732342123985,
-0.05123570188879967,
0.020772354677319527,
-0.032932914793491364,
0.07015962898731232,
0.08957799524068832,
-0.048396553844213486,
0.07252989709377289,
-0.06954251229763031,
0.04571685940027237,
0.05231442302465439,
-0.06326434016227722,
-0.05585872381925583,
-0.0645744726061821,
-0.10691449046134949,
-0.020808493718504906,
0.07944192737340927,
0.01874678209424019,
-0.0029264139011502266,
0.03917646408081055,
-0.03494717925786972,
0.0794699490070343,
-0.05403061956167221,
-0.055636100471019745,
0.03344402462244034,
0.027689354494214058,
-0.04236632212996483,
0.018557729199528694,
-0.007363911718130112,
-0.048621296882629395,
0.042056530714035034,
0.08493971824645996,
0.06309369951486588,
-0.06265366822481155,
-0.034996189177036285,
-0.048898160457611084,
-0.07535523176193237,
0.02369704283773899,
-0.01348864659667015,
0.08399534225463867,
-0.005418441258370876,
-0.06856152415275574,
-0.06099211424589157,
-0.04650410637259483,
0.011663692072033882,
0.032570939511060715,
0.05408328399062157,
0.032624755054712296,
0.04760534688830376,
0.06287771463394165,
0.02040678821504116,
0.04360762611031532,
0.08006155490875244,
0.03873581066727638,
0.0846811905503273,
-0.04190998151898384,
-0.023595750331878662,
-0.045998141169548035,
-0.08838531374931335,
-0.056488655507564545,
0.09452211111783981,
-0.016615554690361023,
0.07426052540540695,
0.07287970185279846,
0.038931433111429214,
0.11000777035951614,
-0.08349055051803589,
0.0726962462067604,
-0.028662249445915222,
0.07385790348052979,
-0.023641744628548622,
0.06449497491121292,
0.03076884150505066,
0.04387344419956207,
-0.040547098964452744,
-0.06983481347560883,
-0.054220981895923615,
0.06431245058774948,
0.02865481935441494,
-0.07268215715885162,
-0.031043147668242455,
-0.09102995693683624,
-0.028996359556913376,
-0.05575469881296158,
-0.01593601331114769,
0.025402594357728958,
0.03825189173221588,
-0.04731394350528717,
-0.03874554485082626,
-0.07736872136592865,
0.052337273955345154,
-0.010715088807046413,
0.05021781846880913,
-0.03483003005385399,
0.030732018873095512,
-0.05422765016555786,
0.040522605180740356,
0.06047675013542175,
0.030948180705308914,
-0.062385544180870056,
-0.011191662400960922,
-0.061284564435482025,
-0.032840877771377563,
-0.027596481144428253,
-0.04681190103292465,
-0.0328751839697361,
0.03355216979980469,
0.03152642771601677,
-0.020189527422189713,
-0.025945642963051796,
0.037540409713983536,
-0.023360908031463623,
-0.07499846816062927,
-0.05399009585380554,
-0.009093651548027992,
-0.015570598654448986,
0.01681867241859436,
0.05604851618409157,
0.065310537815094,
0.010930745862424374,
-0.020710742101073265,
0.039878182113170624,
0.02683994546532631,
0.04109267517924309,
-0.02892288751900196,
-0.06504259258508682,
0.05324506387114525,
-0.03252984955906868,
0.009832887910306454,
0.07866784185171127,
-0.05951964855194092,
-0.011814121156930923,
0.010815512388944626,
0.0001273829984711483,
-0.051544904708862305,
0.043167080730199814,
0.05948689207434654,
-0.03956897556781769,
0.03694435581564903,
0.024067576974630356,
-0.051163382828235626,
0.06155933439731598,
-0.07484965026378632,
-0.04951808601617813,
0.06967934966087341,
0.04675070941448212,
-0.06744137406349182,
-0.040932994335889816,
0.034375645220279694,
-0.06282985955476761,
-0.009479036554694176,
-0.0532049797475338,
-0.045042455196380615,
-0.06473413109779358,
-0.04440131410956383,
-0.02194695547223091,
0.011539839208126068,
0.054562512785196304,
-0.050430987030267715,
-0.05182626098394394,
-0.05721701309084892,
0.0767817422747612,
-0.048679765313863754,
0.038173843175172806,
-0.047861065715551376,
-0.0006597207975573838,
-0.029069887474179268,
0.01150493323802948,
0.06190360710024834,
0.039929844439029694,
-0.024296218529343605,
-0.07603105902671814,
-0.03599925711750984,
-0.0014365056995302439,
0.04589519277215004,
0.036061037331819534,
0.06924089789390564,
-0.010950541123747826,
0.04484470188617706,
0.029976051300764084,
-0.05518931522965431,
0.0820058137178421,
0.02159876562654972,
0.05767742544412613,
0.03556659072637558,
-0.012730355374515057,
-0.06066514924168587,
-0.04908604547381401,
-0.02845839038491249,
-0.08891408890485764,
0.04187005013227463,
0.03249538317322731,
-0.06711816042661667,
-0.07169121503829956,
-0.04153003543615341,
0.045176535844802856,
0.08732622116804123,
-0.06612350791692734,
-0.06976771354675293,
0.05363748222589493,
-0.010942540131509304,
0.05756539851427078,
-0.0037450422532856464,
0.021377960219979286,
-0.04874695464968681,
-0.04761707782745361,
0.1107468456029892,
-0.032876141369342804,
-0.006626708898693323,
-0.022981341928243637,
-0.08882176876068115,
-0.006573427934199572,
-0.026656636968255043,
0.09581834822893143,
0.05010700225830078,
0.019560333341360092,
0.0373961366713047,
-0.07344796508550644,
0.02986748516559601,
-0.010251598432660103,
-0.023329487070441246,
0.04843812808394432,
0.050411444157361984,
-0.07755177468061447,
0.05391585826873779,
-0.0037985211238265038,
0.06429389119148254,
0.06819359213113785,
0.007127278484404087,
0.09945043176412582,
0.06444654613733292,
-0.026291899383068085,
-0.018420211970806122,
-0.0018587623490020633,
0.021894503384828568,
-0.010707363486289978,
0.07318639010190964,
-0.07301825284957886,
-0.05212252959609032,
-0.0377291776239872,
-0.11155963689088821,
-0.04796207696199417,
-0.08245230466127396,
0.009558092802762985,
0.09066319465637207,
-0.06175518408417702,
-0.01618320122361183,
-0.019702404737472534,
-0.0053618960082530975,
0.010383847169578075,
-0.023076331242918968,
-0.04399440810084343,
0.03439347818493843,
-0.09988690167665482,
-0.03726433962583542,
-0.012668556533753872,
0.051053233444690704,
-0.09776245802640915,
-0.08173327893018723,
0.028546234592795372,
0.02525920234620571,
-0.033832136541604996,
0.06795411556959152,
-0.047518182545900345,
-0.04878205433487892,
0.043114881962537766,
0.009927631355822086,
-0.039794959127902985,
0.00873415544629097,
0.08244306594133377,
-0.06422635912895203,
0.06542135775089264,
0.06432434171438217,
-0.04289788007736206,
0.08533800393342972,
-0.06459036469459534,
-0.03746286779642105,
0.07683530449867249,
0.07026604562997818,
-0.05589795485138893,
-0.022296372801065445,
0.018420163542032242,
0.09091414511203766,
0.04711710289120674,
0.023725131526589394,
-0.01674843207001686,
0.02041519805788994,
0.014402446337044239,
-0.045670416206121445,
0.06806619465351105,
0.05323788896203041,
-0.03258342668414116,
0.029945682734251022,
-0.037585947662591934,
-0.05991175398230553,
-0.04944667965173721,
0.056163061410188675,
-0.06940489262342453,
-0.04237481579184532,
0.012092676013708115,
0.05277715623378754,
0.04784238338470459,
0.08207102864980698
] |
Read the full article on our Medium account.
## Related posts
View all
No results found.
There are no results with this criteria. Try changing your search.
Large Language Model
Large Language Model
Foundation Models
Foundation Models
Corporate
Corporate
People
People
Structured Data
Structured Data
Chat GPT
Chat GPT
Sustainability
Sustainability
Voice & Sound
Voice & Sound
Front-End Development
Front-End Development
Data Protection & Security
Data Protection & Security
Responsible/ Ethical AI
Responsible/ Ethical AI
Infrastructure
Infrastructure
Hardware & sensors
Hardware & sensors
MLOps
MLOps
Generative AI
Generative AI
Natural language processing
Natural language processing
Computer vision
Computer vision
Accelerating businesses with AI technology & experts
Contact:
info@ml6.eu
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received! | scraping/output/9169651862203302984.txt | [
0.02414756454527378,
-0.011309605091810226,
-0.038323383778333664,
-0.03454606235027313,
0.0438484326004982,
-0.04934035986661911,
0.0771687850356102,
0.06561501324176788,
0.06557701528072357,
-0.027433324605226517,
0.0325046107172966,
0.02457161620259285,
0.04308357834815979,
-0.046507492661476135,
-0.02662549540400505,
0.054589156061410904,
0.04100620746612549,
-0.0357024148106575,
-0.022459985688328743,
-0.06531308591365814,
0.037813615053892136,
-0.007575644180178642,
-0.05267155542969704,
0.07692950963973999,
0.06903727352619171,
0.04249393194913864,
-0.06187993288040161,
-0.017861487343907356,
0.025654539465904236,
-0.03857671469449997,
-0.013737833127379417,
-0.04383575916290283,
0.06912203878164291,
-0.07573318481445312,
0.022506985813379288,
-0.0014973925426602364,
-0.029442034661769867,
-0.03005080297589302,
0.07000484317541122,
-0.09546907246112823,
-0.004346928093582392,
0.052864860743284225,
0.01520551834255457,
0.05131734907627106,
0.009819592349231243,
0.048749860376119614,
-0.03278925269842148,
0.04678602144122124,
-0.010438188910484314,
-0.0298859141767025,
-0.06985143572092056,
0.06312015652656555,
0.02680383250117302,
0.03986775875091553,
0.06954656541347504,
-0.07395239174365997,
-0.08982926607131958,
-0.08061225712299347,
-0.04796641692519188,
0.045853015035390854,
0.05270253121852875,
-0.07613451778888702,
-0.006670171394944191,
0.034509189426898956,
0.07497168332338333,
0.093294158577919,
0.021650847047567368,
0.03270631283521652,
-0.08756385743618011,
-0.061697084456682205,
-0.05431948974728584,
0.07912640273571014,
0.018365683034062386,
-0.06380119174718857,
-0.004319455940276384,
0.02896345779299736,
-0.0021550036035478115,
-0.06716767698526382,
0.01771131344139576,
-0.03175428882241249,
-0.06549020111560822,
-0.02893146127462387,
-0.04424773156642914,
0.011457094922661781,
-0.072366863489151,
0.06571263819932938,
0.05295885354280472,
-0.06316995620727539,
0.07377128303050995,
-0.040208850055933,
0.050001196563243866,
0.04599403589963913,
-0.07039714604616165,
-0.05603712052106857,
-0.03129822015762329,
-0.0779004916548729,
-0.05330027639865875,
0.07110483199357986,
0.05717690661549568,
-0.06509304791688919,
0.057283688336610794,
-0.04984838515520096,
0.08002761006355286,
-0.0670151636004448,
-0.03816311061382294,
0.022917402908205986,
0.04412461817264557,
-0.08001380413770676,
0.04598801210522652,
-0.0730133205652237,
-0.0670659989118576,
0.07146751880645752,
0.08765929192304611,
0.05138924717903137,
-0.058340296149253845,
-0.023365216329693794,
-0.024073030799627304,
-0.043990328907966614,
-0.003246261505410075,
-0.02058435045182705,
0.10053130984306335,
-0.05504439398646355,
-0.09502462297677994,
-0.06813161820173264,
-0.033883750438690186,
-0.03534349799156189,
-0.00042832217877730727,
0.031064361333847046,
-0.005829062312841415,
0.023843958973884583,
-0.0015931177185848355,
0.014703480526804924,
0.03303118050098419,
0.06751011312007904,
0.06880848854780197,
0.07961871474981308,
-0.08116432279348373,
-0.021473653614521027,
-0.04881402850151062,
-0.04915209114551544,
-0.04057474806904793,
0.05782337486743927,
-0.024054430425167084,
0.045552853494882584,
0.054655686020851135,
0.02840985544025898,
0.09700095653533936,
-0.054400090128183365,
0.061477240175008774,
-0.006045619025826454,
0.09386230260133743,
-0.010172495618462563,
0.08528152108192444,
0.029215240851044655,
0.04050141200423241,
-0.05699881911277771,
-0.06595152616500854,
-0.050330307334661484,
0.026903903111815453,
0.0500437393784523,
-0.04915434867143631,
-0.05284542217850685,
-0.045100774616003036,
-0.008249086327850819,
-0.04991152882575989,
0.0008658052538521588,
0.041980572044849396,
0.06258955597877502,
-0.05209534242749214,
-0.06398200243711472,
-0.07475442439317703,
0.03025585599243641,
-0.0479375422000885,
0.06923425942659378,
-0.02462530881166458,
0.04195528104901314,
-0.0556633286178112,
0.05935321003198624,
0.03926040977239609,
0.06535173952579498,
-0.08041726797819138,
-0.022974345833063126,
-0.08112701773643494,
-0.06316342949867249,
-0.07608431577682495,
-0.06188424304127693,
-0.01753983274102211,
0.04134850576519966,
0.01745561510324478,
-0.03992859274148941,
0.006487204693257809,
0.0307195782661438,
-0.0498027540743351,
-0.06338794529438019,
-0.061491627246141434,
0.028311094269156456,
-0.031655821949243546,
0.06618142127990723,
0.05025505647063255,
0.05249892920255661,
0.005821614991873503,
0.005299916956573725,
0.02847948670387268,
0.04341399297118187,
0.056711483746767044,
-0.007128761149942875,
-0.02829333208501339,
0.07286330312490463,
-0.03747327998280525,
0.046650972217321396,
0.05307208001613617,
-0.04438379779458046,
-0.05352354794740677,
0.03469444438815117,
0.01987745799124241,
-0.0130107207223773,
0.016942614689469337,
0.08740976452827454,
-0.04110296070575714,
0.054771654307842255,
0.021519072353839874,
-0.026590673252940178,
0.07297083735466003,
-0.08031995594501495,
0.006967963185161352,
0.03513030707836151,
0.07277161628007889,
-0.05110670253634453,
-0.04414762184023857,
0.031947165727615356,
-0.06667909026145935,
-0.034719593822956085,
-0.06167573854327202,
-0.06911583244800568,
-0.04120008274912834,
-0.05336008220911026,
-0.02641632780432701,
0.029003217816352844,
0.07041686773300171,
-0.03640289977192879,
-0.06238524243235588,
-0.060316942632198334,
0.033397264778614044,
-0.05095638334751129,
0.06125282123684883,
-0.04576071351766586,
-0.005338868126273155,
0.03187323361635208,
0.0019226270960643888,
0.010337801650166512,
0.05125501751899719,
-0.02338988333940506,
-0.011714369989931583,
-0.01288206409662962,
-0.04361921548843384,
0.061408232897520065,
0.060562487691640854,
0.07896117120981216,
-0.07759953290224075,
0.05221680924296379,
0.03863602504134178,
-0.021585186943411827,
0.0818619504570961,
0.04694126918911934,
0.03826598450541496,
0.03210451081395149,
-0.03150543197989464,
-0.05512142553925514,
-0.05581061914563179,
-0.06266076117753983,
-0.0644167885184288,
0.04376516118645668,
0.004795696120709181,
-0.04453800246119499,
-0.06444437056779861,
-0.045246366411447525,
-0.003938881680369377,
0.07362177222967148,
-0.022574130445718765,
-0.01685166358947754,
0.0821831077337265,
0.004542526323348284,
0.038197729736566544,
0.038906458765268326,
0.019078638404607773,
-0.05509031191468239,
-0.011914629489183426,
0.06707362830638885,
-0.03776339441537857,
-0.054977916181087494,
-0.03831971436738968,
-0.07445363700389862,
0.03457614779472351,
-0.02722172811627388,
0.08565863966941833,
0.05013110861182213,
0.012681284919381142,
0.05605306476354599,
-0.057525068521499634,
0.027067940682172775,
0.0073958272114396095,
-0.036219678819179535,
0.05305689573287964,
0.07818691432476044,
-0.03635565936565399,
0.018275950103998184,
0.012724166736006737,
0.02459738217294216,
0.04461640119552612,
0.012688570655882359,
0.03610586002469063,
0.03239678964018822,
-0.03469092398881912,
-0.009783617220818996,
0.06526938825845718,
0.08770959079265594,
-0.03218214958906174,
0.05227731168270111,
-0.08573716133832932,
-0.05784450098872185,
-0.025156039744615555,
-0.06256452202796936,
0.016081245616078377,
-0.0944126695394516,
0.033710282295942307,
0.06579045206308365,
-0.09075163304805756,
-0.020809020847082138,
0.04596342146396637,
0.01243516057729721,
0.032943569123744965,
-0.04413609206676483,
-0.0378357395529747,
0.05605761706829071,
-0.025606762617826462,
-0.01968519575893879,
-0.011504177004098892,
0.0736684799194336,
-0.08377382159233093,
-0.05488531291484833,
0.02509922720491886,
0.0046452125534415245,
-0.07760652899742126,
0.016859423369169235,
-0.02921358123421669,
-0.04585942625999451,
0.09098026156425476,
-0.024533068761229515,
-0.044576916843652725,
0.02375708892941475,
0.10551930963993073,
-0.07307982444763184,
0.015218738466501236,
0.04496177285909653,
-0.06556973606348038,
0.069801926612854,
-0.05131353810429573,
-0.03934517502784729,
0.09556949883699417,
0.06106053292751312,
-0.07156820595264435,
-0.06189173460006714,
0.03586827591061592,
0.030993491411209106,
0.011750303208827972,
0.05482758581638336,
-0.033541787415742874,
0.012281142175197601,
0.050734713673591614,
-0.014939390122890472,
0.08225523680448532,
0.06061578914523125,
-0.04214654862880707,
0.019401270896196365,
-0.040628887712955475,
-0.05781250447034836,
-0.052145421504974365,
0.01772717759013176,
-0.04782994091510773,
-0.04425591230392456,
0.03309601917862892,
0.04103345796465874,
0.018260851502418518,
0.0773186981678009
] |
Contact:
info@ml6.eu
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/9169651862203302984.txt | [
0.009572052396833897,
-0.01712689734995365,
-0.0483885258436203,
-0.04229102283716202,
0.020016374066472054,
-0.06039201468229294,
0.06777646392583847,
0.09821482002735138,
0.06210828199982643,
-0.026307644322514534,
0.04102634638547897,
0.03678109869360924,
0.044704146683216095,
-0.02857944741845131,
-0.028496431186795235,
0.054282329976558685,
0.027521973475813866,
-0.05079133063554764,
-0.04791844263672829,
-0.06726892292499542,
-0.0007504226523451507,
-0.004864299204200506,
-0.06374788284301758,
0.04295966029167175,
0.05930120125412941,
0.05172690004110336,
-0.04017288610339165,
-0.006760069169104099,
0.038619235157966614,
-0.040636882185935974,
-0.021234676241874695,
-0.028999922797083855,
0.06311989575624466,
-0.08254691958427429,
0.040889594703912735,
0.026110712438821793,
-0.042581431567668915,
-0.034417975693941116,
0.04366918280720711,
-0.0797547921538353,
0.004774908069521189,
0.021968619897961617,
0.027929285541176796,
0.04256519302725792,
0.01594378799200058,
0.06362086534500122,
-0.01156841404736042,
0.04730701819062233,
0.0004331922100391239,
-0.025282995775341988,
-0.04869160056114197,
0.056776899844408035,
0.013733837753534317,
0.05055304244160652,
0.06643609702587128,
-0.07085876166820526,
-0.09069973230361938,
-0.08021122217178345,
-0.051188111305236816,
0.051569193601608276,
0.050824735313653946,
-0.08347609639167786,
0.0174177847802639,
0.0489199124276638,
0.07349606603384018,
0.06663759797811508,
0.02992779016494751,
0.05343501642346382,
-0.08974041044712067,
-0.063938207924366,
-0.07783618569374084,
0.06929200142621994,
0.0014109412441030145,
-0.06406737864017487,
-0.005404065363109112,
0.03967629000544548,
0.008282756432890892,
-0.06030029058456421,
0.007763671223074198,
-0.026843484491109848,
-0.061793792992830276,
-0.024820629507303238,
-0.05719676613807678,
0.01793571561574936,
-0.059679191559553146,
0.07579506933689117,
0.05246473848819733,
-0.05485835671424866,
0.05967021733522415,
-0.05209480598568916,
0.04416770115494728,
0.047791801393032074,
-0.07606300711631775,
-0.07010380923748016,
-0.03898533806204796,
-0.0814468041062355,
-0.029952386394143105,
0.057973623275756836,
0.0463678315281868,
-0.07479946315288544,
0.0570007860660553,
-0.06913742423057556,
0.07761108130216599,
-0.0694659948348999,
-0.04299284517765045,
0.03861014172434807,
0.022638920694589615,
-0.0704108402132988,
0.06313750892877579,
-0.07454875111579895,
-0.059932541102170944,
0.06317932903766632,
0.07571078836917877,
0.07349827885627747,
-0.06635583192110062,
-0.03167429938912392,
-0.007532468531280756,
-0.051788173615932465,
0.00904740858823061,
-0.02015720307826996,
0.09845323115587234,
-0.05342089757323265,
-0.07541287690401077,
-0.06875009089708328,
-0.02969726175069809,
-0.0290998425334692,
0.0026098552625626326,
0.03510246425867081,
0.004597541410475969,
0.02346242219209671,
0.015407375991344452,
0.03728014975786209,
0.01923094503581524,
0.07924452424049377,
0.07756461203098297,
0.07636050879955292,
-0.07739097625017166,
-0.020160019397735596,
-0.04279228672385216,
-0.03968323394656181,
-0.036308787763118744,
0.0596117302775383,
-0.028212908655405045,
0.054363250732421875,
0.07926946133375168,
0.030384870246052742,
0.11307381093502045,
-0.03764514625072479,
0.06428168714046478,
-0.009429238736629486,
0.0991281196475029,
-0.021222496405243874,
0.07939928025007248,
0.07072938978672028,
0.054388463497161865,
-0.06350278109312057,
-0.06143953278660774,
-0.048147134482860565,
0.03289937600493431,
0.049242276698350906,
-0.0606800839304924,
-0.05905778706073761,
-0.045122984796762466,
-0.01740397699177265,
-0.05014769732952118,
-0.012788057327270508,
0.03579452633857727,
0.05574573203921318,
-0.06506194919347763,
-0.06299663335084915,
-0.045007772743701935,
0.03212391585111618,
-0.044336434453725815,
0.08731378614902496,
-0.03377882018685341,
0.06736869364976883,
-0.07245340198278427,
0.05123179033398628,
0.053988873958587646,
0.05360421538352966,
-0.07002992928028107,
-0.03469826281070709,
-0.0668753907084465,
-0.05681094899773598,
-0.06211921200156212,
-0.05601683259010315,
-0.03007896989583969,
0.04159167781472206,
0.029606662690639496,
-0.02982526831328869,
0.007934791035950184,
0.035682760179042816,
-0.06482544541358948,
-0.06048668920993805,
-0.035425860434770584,
0.037164993584156036,
-0.02745474874973297,
0.06855602562427521,
0.050292499363422394,
0.03778655081987381,
0.022678416222333908,
-0.01763301156461239,
0.05224425345659256,
0.04355388134717941,
0.04631131887435913,
-0.017496226355433464,
-0.029407382011413574,
0.05176501348614693,
-0.03837640956044197,
0.054025016725063324,
0.06593743711709976,
-0.04021870717406273,
-0.05049432814121246,
0.03743172436952591,
0.017648333683609962,
-0.026737509295344353,
0.04791735112667084,
0.09736688435077667,
-0.040265195071697235,
0.036329105496406555,
0.018313640728592873,
-0.029196560382843018,
0.04055289551615715,
-0.08442885428667068,
-0.0039467778988182545,
0.02595873735845089,
0.07118498533964157,
-0.05984058231115341,
-0.03837801516056061,
0.04911670833826065,
-0.04305170476436615,
-0.03882455453276634,
-0.06719809770584106,
-0.07780259102582932,
-0.04512031003832817,
-0.04212789982557297,
-0.02092907391488552,
0.030709968879818916,
0.0636562779545784,
-0.05854029580950737,
-0.08183189481496811,
-0.06410329043865204,
0.01784404180943966,
-0.04243643209338188,
0.05535198748111725,
-0.03519352898001671,
-0.022621188312768936,
0.021901285275816917,
-0.021737197414040565,
0.02317013405263424,
0.02407930977642536,
-0.025962958112359047,
-0.02099643647670746,
-0.030919432640075684,
-0.04877818375825882,
0.06136593967676163,
0.04382116720080376,
0.05455224588513374,
-0.06288854032754898,
0.04986314848065376,
0.022501979023218155,
-0.033110424876213074,
0.09995448589324951,
0.06210671365261078,
0.025077054277062416,
0.027121692895889282,
-0.03165595233440399,
-0.0585106685757637,
-0.044679876416921616,
-0.06713872402906418,
-0.07018261402845383,
0.06798545271158218,
0.03150126338005066,
-0.054077476263046265,
-0.0630452111363411,
-0.04693644866347313,
-0.020068522542715073,
0.05973641946911812,
-0.028463028371334076,
-0.03117349185049534,
0.07940312474966049,
-0.009893784299492836,
0.040005069226026535,
0.05487003177404404,
0.04385419562458992,
-0.032620906829833984,
-0.005450961645692587,
0.06794971227645874,
-0.039254479110240936,
-0.06280301511287689,
-0.030698902904987335,
-0.055714841932058334,
0.0213665422052145,
-0.008402837440371513,
0.09242179244756699,
0.04188491776585579,
-0.028832141309976578,
0.06932049989700317,
-0.035410039126873016,
0.05017852038145065,
-0.0019259421387687325,
-0.01804625429213047,
0.04654044657945633,
0.06512162834405899,
-0.03087991289794445,
0.022705169394612312,
0.015441380441188812,
0.0339813306927681,
0.037650007754564285,
0.020543329417705536,
0.03404749929904938,
0.04257023707032204,
-0.043113697320222855,
-0.01727270893752575,
0.04562486708164215,
0.08928577601909637,
-0.011008174158632755,
0.06413399428129196,
-0.09413212537765503,
-0.05784257873892784,
-0.01700536161661148,
-0.03728855401277542,
-0.0006198754417710006,
-0.09883205592632294,
0.05919674411416054,
0.07438339293003082,
-0.096708282828331,
-0.036440808326005936,
0.04908530414104462,
-0.002026498783379793,
0.016426855698227882,
-0.03397206589579582,
-0.03608614578843117,
0.06009657308459282,
-0.05193209648132324,
-0.0369010865688324,
-0.014127707108855247,
0.050512854009866714,
-0.07513581961393356,
-0.06553556770086288,
0.022549601271748543,
0.023180514574050903,
-0.09033166617155075,
0.019962282851338387,
-0.03419895097613335,
-0.056578826159238815,
0.08009102940559387,
-0.01650032214820385,
-0.049237996339797974,
0.012256450019776821,
0.09027621895074844,
-0.07741369307041168,
0.032712001353502274,
0.047172024846076965,
-0.06687288731336594,
0.07121758908033371,
-0.049265336245298386,
-0.04267546907067299,
0.08929559588432312,
0.06053982675075531,
-0.06598782539367676,
-0.05470220372080803,
0.029522517696022987,
0.04357583075761795,
-0.00046453173854388297,
0.06657449901103973,
-0.025418704375624657,
-0.007048038765788078,
0.02758125774562359,
-0.02589605003595352,
0.06808216124773026,
0.07583039999008179,
-0.040954239666461945,
0.02208138257265091,
-0.02245139516890049,
-0.06126387417316437,
-0.05536593124270439,
0.005632009357213974,
-0.015290597453713417,
-0.04041754826903343,
0.029505878686904907,
0.03954731673002243,
-0.011878900229930878,
0.05397406965494156
] |
# This website uses cookies to ensure you get the best experience on our
website.
ML6 and selected partners use cookies and similar technologies to ensure you
get the best experience on this website. If you consent to it, we will use
cookies for analytics and marketing purposes.
See our Cookie Policy to read more about the cookies we set.
You can withdraw and manage your consent at any time, by clicking "Manage
cookies" at the bottom of each website page.
Accept all cookies Disable non-necessary cookies Cookie preferences
# Select which cookies you accept
On this site, we always set cookies that are strictly necessary, meaning they
are necessary for the site to function properly. | scraping/output/-240747374499063990.txt | [
0.050765085965394974,
-0.026520462706685066,
-0.07669762521982193,
-0.05139051005244255,
0.04077308252453804,
-0.04294275492429733,
0.03863682225346565,
0.08199159801006317,
0.04519077390432358,
-0.004557296633720398,
0.03808353468775749,
0.0415295772254467,
0.04363520070910454,
-0.0586668960750103,
-0.02968357875943184,
0.06707131862640381,
0.04783252254128456,
-0.03285130485892296,
-0.03902643546462059,
-0.07736942172050476,
0.018896210938692093,
-0.019766148179769516,
-0.05543379858136177,
0.034822478890419006,
0.08167675137519836,
0.051358114928007126,
-0.009077307768166065,
0.008829583413898945,
0.03404588997364044,
-0.0402836836874485,
-0.029290011152625084,
-0.0682944655418396,
0.07156761735677719,
-0.07683370262384415,
0.038884907960891724,
0.02296271175146103,
-0.04472845420241356,
-0.05239473655819893,
0.047343187034130096,
-0.044136326760053635,
-0.009800372645258904,
0.027992067858576775,
0.040205296128988266,
0.052502479404211044,
0.03213600814342499,
0.07565447688102722,
-0.03953234478831291,
0.06896129995584488,
-0.008353270590305328,
-0.039782047271728516,
-0.06519810110330582,
0.05451882630586624,
0.0012593789724633098,
0.07055456191301346,
0.05284646525979042,
-0.05214788392186165,
-0.08356614410877228,
-0.07480663061141968,
-0.03785531967878342,
0.027569415047764778,
0.07117573916912079,
-0.06418225914239883,
0.017945323139429092,
0.03457566350698471,
0.05885805934667587,
0.10524847358465195,
0.01416692789644003,
0.04686909541487694,
-0.07992278784513474,
-0.0655098706483841,
-0.06572777032852173,
0.06109513342380524,
0.007533246651291847,
-0.05229263752698898,
-0.007217752281576395,
0.02384350635111332,
0.010514755733311176,
-0.07451000064611435,
0.026125770062208176,
-0.04373276233673096,
-0.06884204596281052,
-0.01638558693230152,
-0.06928736716508865,
0.0070584057830274105,
-0.08116421103477478,
0.08954468369483948,
0.06971324980258942,
-0.05921162664890289,
0.060841385275125504,
-0.039175018668174744,
0.03549988567829132,
0.0514230951666832,
-0.059707846492528915,
-0.05073651671409607,
-0.0631326213479042,
-0.07301647216081619,
-0.01974334940314293,
0.054999735206365585,
0.013255473226308823,
-0.05687660723924637,
0.03950480744242668,
-0.07403980195522308,
0.0679863765835762,
-0.0671389177441597,
-0.034639645367860794,
0.021874990314245224,
0.048745617270469666,
-0.06458694487810135,
0.07845045626163483,
-0.06527616083621979,
-0.07005322724580765,
0.041864026337862015,
0.07967042177915573,
0.057926978915929794,
-0.05506356433033943,
-0.02066688798367977,
-0.0025691743940114975,
-0.024969572201371193,
0.04787219688296318,
-0.024766886606812477,
0.1035524308681488,
-0.0468587800860405,
-0.08925783634185791,
-0.07639448344707489,
-0.02475408837199211,
-0.031097302213311195,
-0.003274736925959587,
0.022704483941197395,
0.009614167734980583,
0.022881001234054565,
0.033340249210596085,
0.03215513378381729,
0.02138560824096203,
0.07697385549545288,
0.05460627004504204,
0.06105753779411316,
-0.06337140500545502,
-0.02975090965628624,
-0.049710486084222794,
-0.029545895755290985,
-0.027264028787612915,
0.06614665687084198,
-0.024074314162135124,
0.0710415318608284,
0.06546742469072342,
0.025338422507047653,
0.11664020270109177,
-0.04469043016433716,
0.07375065982341766,
0.0006618082989007235,
0.06820204854011536,
-0.015117608942091465,
0.07301799952983856,
0.047128234058618546,
0.06413065642118454,
-0.06712251901626587,
-0.06968080252408981,
-0.047830309718847275,
0.005076385103166103,
0.07521037757396698,
-0.0728318840265274,
-0.08278050273656845,
-0.03979569301009178,
-0.014075765386223793,
-0.05434904620051384,
-0.0304257869720459,
0.05857330560684204,
0.0407683402299881,
-0.0464397631585598,
-0.0680031031370163,
-0.07544814795255661,
0.03605552017688751,
-0.04500649869441986,
0.06798295676708221,
-0.019690338522195816,
0.053774960339069366,
-0.06126105412840843,
0.07110138982534409,
0.06350152939558029,
0.06693355739116669,
-0.07165709137916565,
-0.02852129377424717,
-0.07271962612867355,
-0.06245584413409233,
-0.056082841008901596,
-0.04152962192893028,
-0.04740028828382492,
0.040492668747901917,
0.029582932591438293,
-0.0460321418941021,
-0.018941102549433708,
0.03457740694284439,
-0.04029455408453941,
-0.05963350832462311,
-0.03185327351093292,
0.04756660386919975,
-0.048415739089250565,
0.07699106633663177,
0.04757561907172203,
0.031465597450733185,
-0.009405691176652908,
-0.03583958372473717,
0.049332812428474426,
0.044830914586782455,
0.0812392607331276,
0.018084734678268433,
-0.0478486493229866,
0.06539061665534973,
-0.052557479590177536,
0.04911861568689346,
0.055975113064050674,
-0.06327331811189651,
-0.07113204151391983,
0.03637174144387245,
-0.011529030278325081,
-0.006373506039381027,
0.02567906863987446,
0.06201815977692604,
-0.051750294864177704,
0.036097701638936996,
0.04250212386250496,
-0.045690763741731644,
0.03789448365569115,
-0.05807879939675331,
0.00902097299695015,
0.03451501578092575,
0.042517371475696564,
-0.06638520210981369,
-0.04861374944448471,
0.043744903057813644,
-0.028780145570635796,
-0.05715377256274223,
-0.09122005105018616,
-0.0618167407810688,
-0.03232553228735924,
-0.051155515015125275,
-0.009367228485643864,
0.016559066250920296,
0.07002800703048706,
-0.03967928886413574,
-0.07239438593387604,
-0.035596076399087906,
0.04041207209229469,
-0.05378890037536621,
0.02061975933611393,
-0.03684629872441292,
-0.027962537482380867,
0.011837304569780827,
-0.02478206902742386,
0.04323146864771843,
0.04011164978146553,
-0.03245674818754196,
-0.028428254649043083,
-0.03325972333550453,
-0.03995407000184059,
0.04712631180882454,
0.03247317671775818,
0.0419512540102005,
-0.06203325465321541,
0.02981344424188137,
0.04415549710392952,
-0.018649287521839142,
0.08801096677780151,
0.07061310112476349,
0.0589778833091259,
0.034487273544073105,
-0.0319463312625885,
-0.037981972098350525,
-0.044558387249708176,
-0.04801696911454201,
-0.06668554246425629,
0.07812485843896866,
-0.004866633098572493,
-0.04552905634045601,
-0.06017644330859184,
-0.03468388319015503,
-0.024591859430074692,
0.05941399186849594,
-0.050520844757556915,
-0.05349472165107727,
0.060838643461465836,
0.04733959585428238,
0.06725834310054779,
0.07598243653774261,
0.031127184629440308,
0.01139819622039795,
-0.040294844657182693,
0.08282327651977539,
-0.03285432234406471,
-0.07094790786504745,
-0.042668722569942474,
-0.06363813579082489,
0.03992539271712303,
-0.024152521044015884,
0.0627962201833725,
0.03738268092274666,
0.022040875628590584,
0.08542569726705551,
-0.03002593293786049,
0.05407213792204857,
-0.009837187826633453,
-0.029101066291332245,
0.04307866096496582,
0.04708176851272583,
-0.022494884207844734,
0.012307438999414444,
-0.0025086787063628435,
0.056852955371141434,
0.026994040235877037,
0.02672772854566574,
0.0396401546895504,
0.06767616420984268,
-0.06356015056371689,
-0.03131380304694176,
0.05549398064613342,
0.07284583151340485,
-0.03142186999320984,
0.06366216391324997,
-0.07221706211566925,
-0.0503607876598835,
-0.025817381218075752,
-0.04602976143360138,
0.004137838259339333,
-0.0840771496295929,
0.02384357526898384,
0.059566680341959,
-0.06331756711006165,
-0.03705393150448799,
0.04190380498766899,
-0.02263706922531128,
0.008799183182418346,
-0.06624395400285721,
-0.037981439381837845,
0.07124710083007812,
-0.043775368481874466,
-0.016936976462602615,
-0.005576258525252342,
0.07783401757478714,
-0.08217693120241165,
-0.05946924537420273,
0.0163029283285141,
0.007307744584977627,
-0.06696649640798569,
0.034469522535800934,
-0.030471280217170715,
-0.0299996230751276,
0.0745520368218422,
-0.021137023344635963,
-0.05227450281381607,
0.008346570655703545,
0.07624398916959763,
-0.08814801275730133,
0.014130474999547005,
0.05908152088522911,
-0.08670806884765625,
0.052188389003276825,
-0.014896117150783539,
-0.04981023445725441,
0.061134595423936844,
0.02357146143913269,
-0.07008956372737885,
-0.05527253448963165,
0.04408987611532211,
0.023976994678378105,
0.036700617522001266,
0.07585934549570084,
-0.02050267904996872,
-0.01050959900021553,
0.03733932599425316,
-0.05422065407037735,
0.0758795291185379,
0.07034570723772049,
-0.024683186784386635,
0.031137077137827873,
-0.04728259518742561,
-0.04761698842048645,
-0.05193265900015831,
0.021855738013982773,
-0.03409790247678757,
-0.06900687515735626,
0.02579648420214653,
0.051453474909067154,
-0.002578113693743944,
0.05356322228908539
] |
# Select which cookies you accept
On this site, we always set cookies that are strictly necessary, meaning they
are necessary for the site to function properly.
If you consent to it, we will also set other types of cookies. You can provide
or withdraw your consent to the different types of cookies using the toggles
below. You can change or withdraw your consent at any time, by clicking the
link “Manage Cookies”, which is always available at the bottom of the site.
To learn more about what the different types of cookies do, how your data is
used when they are set etc, see our Cookie Policy.
Strictly necessary
These cookies are necessary to make the site work properly, and are always set
when you visit the site.
Vendors Teamtailor
Analytics
These cookies collect information to help us understand how the site is being
used.
Vendors Teamtailor
Marketing | scraping/output/-240747374499063990.txt | [
0.021288368850946426,
-0.042103759944438934,
-0.06820879131555557,
-0.05170784890651703,
0.020657554268836975,
-0.04634483903646469,
0.02763475477695465,
0.0748256966471672,
0.043410953134298325,
-0.022139521315693855,
0.034897271543741226,
0.04531555250287056,
0.03565549477934837,
-0.0536678247153759,
-0.033580586314201355,
0.04464064538478851,
0.035877030342817307,
-0.038721829652786255,
-0.04173602536320686,
-0.06752610951662064,
0.021049553528428078,
-0.010539433918893337,
-0.0609009712934494,
0.049190767109394073,
0.06764917075634003,
0.05383513867855072,
-0.028435656800866127,
0.010970805771648884,
0.032422251999378204,
-0.06553354859352112,
-0.040098708122968674,
-0.04349426552653313,
0.067524753510952,
-0.09200673550367355,
0.01048671081662178,
0.024349873885512352,
-0.05262662470340729,
-0.05871273949742317,
0.05685945227742195,
-0.04759756475687027,
-0.009441239759325981,
0.054592303931713104,
0.029112722724676132,
0.06094565615057945,
0.04090775549411774,
0.07317104935646057,
-0.023739904165267944,
0.050434213131666183,
-0.009398871101439,
-0.03342701122164726,
-0.0470329225063324,
0.06523820012807846,
-0.00756959430873394,
0.04014153406023979,
0.07674331218004227,
-0.05696658045053482,
-0.07744446396827698,
-0.07398068159818649,
-0.03367117419838905,
0.059533823281526566,
0.07638244330883026,
-0.08188992738723755,
0.02503676526248455,
0.035408925265073776,
0.06188196688890457,
0.07687807083129883,
0.02224559336900711,
0.03849148750305176,
-0.07290907204151154,
-0.05110118165612221,
-0.08753722906112671,
0.08064422011375427,
0.006400139536708593,
-0.043879929929971695,
0.009563521482050419,
0.029277263209223747,
0.012674463912844658,
-0.09350147098302841,
0.03352984040975571,
-0.04775166139006615,
-0.06009023264050484,
-0.015760499984025955,
-0.06546259671449661,
0.016707969829440117,
-0.07136204093694687,
0.06128985062241554,
0.06951019167900085,
-0.08065215498209,
0.046795401722192764,
-0.0487387478351593,
0.033691175282001495,
0.04337644949555397,
-0.06092321127653122,
-0.06239598989486694,
-0.05640079453587532,
-0.0712718814611435,
-0.02417166531085968,
0.047388918697834015,
0.003766655921936035,
-0.042189836502075195,
0.05378745496273041,
-0.056358255445957184,
0.04958071932196617,
-0.060498807579278946,
-0.023081807419657707,
0.027971813455224037,
0.026883091777563095,
-0.05773309990763664,
0.049911241978406906,
-0.04998765140771866,
-0.07049620896577835,
0.0409773513674736,
0.08409059792757034,
0.06158430874347687,
-0.05717695504426956,
-0.027764657512307167,
0.010053679347038269,
-0.05113193392753601,
0.023941701278090477,
-0.02893625944852829,
0.09535102546215057,
-0.03617554530501366,
-0.06948067247867584,
-0.07128062844276428,
-0.027459457516670227,
-0.02191225066781044,
-0.00579187273979187,
0.027723226696252823,
0.016094250604510307,
0.03241722658276558,
0.03958308696746826,
0.05783291906118393,
0.035696931183338165,
0.09316358715295792,
0.047398246824741364,
0.06793946772813797,
-0.09237523376941681,
-0.016490954905748367,
-0.025191644206643105,
-0.032967839390039444,
-0.03825610131025314,
0.06926960498094559,
-0.016609126701951027,
0.09087219089269638,
0.07452936470508575,
0.02481471188366413,
0.10850700736045837,
-0.025455975905060768,
0.0726255550980568,
0.017938662320375443,
0.07623295485973358,
-0.005504620261490345,
0.053328610956668854,
0.044269680976867676,
0.06533101201057434,
-0.06883089989423752,
-0.07792676240205765,
-0.0289319958537817,
0.018226981163024902,
0.04963662102818489,
-0.05952315777540207,
-0.0785938948392868,
-0.046487126499414444,
-0.008217326365411282,
-0.06772355735301971,
-0.035974662750959396,
0.040508370846509933,
0.04576556384563446,
-0.062165532261133194,
-0.05155448615550995,
-0.05431072786450386,
0.02473698928952217,
-0.039965104311704636,
0.05402224138379097,
-0.008788586594164371,
0.05518148094415665,
-0.07557763904333115,
0.041681304574012756,
0.06341438740491867,
0.041041597723960876,
-0.05786694958806038,
-0.043007541447877884,
-0.07443579286336899,
-0.06346741318702698,
-0.05455302819609642,
-0.04490407556295395,
-0.07219352573156357,
0.031154388561844826,
0.028702137991786003,
-0.04192904755473137,
-0.0002702685887925327,
0.04297126084566116,
-0.025392066687345505,
-0.06111156567931175,
-0.06189872696995735,
0.04568715766072273,
-0.04896870627999306,
0.08737432956695557,
0.019937964156270027,
0.04358701780438423,
-0.01313065830618143,
-0.03479694202542305,
0.060279812663793564,
0.02371172234416008,
0.0809052512049675,
0.01850924640893936,
-0.04864368215203285,
0.06642366200685501,
-0.05219024047255516,
0.052144087851047516,
0.06798901408910751,
-0.07265979051589966,
-0.06320306658744812,
0.05948164686560631,
-0.012287256307899952,
0.006415092386305332,
0.03885360434651375,
0.05932542681694031,
-0.05057072266936302,
0.041457146406173706,
0.058568984270095825,
-0.02860577404499054,
0.02914288453757763,
-0.060759302228689194,
-0.008949877694249153,
0.04833518713712692,
0.03859866037964821,
-0.05745574086904526,
-0.04540424048900604,
0.052948664873838425,
-0.02174413576722145,
-0.03393809497356415,
-0.09923123568296432,
-0.07138793170452118,
-0.03235308453440666,
-0.03398560360074043,
-0.009548918344080448,
0.023052802309393883,
0.07378911226987839,
-0.03248449042439461,
-0.07053249329328537,
-0.03406171500682831,
0.013881299644708633,
-0.056387417018413544,
0.020937452092766762,
-0.030286526307463646,
-0.010052669793367386,
0.019024327397346497,
-0.026088206097483635,
0.026091182604432106,
0.04643893986940384,
-0.039062365889549255,
-0.03622937947511673,
-0.04320584982633591,
-0.04153763875365257,
0.02845173329114914,
0.0397488996386528,
0.049566399306058884,
-0.06894464790821075,
0.04424046352505684,
0.035248830914497375,
-0.020249061286449432,
0.10224834829568863,
0.06945063918828964,
0.08013008534908295,
0.03948979452252388,
0.004001525696367025,
-0.04142669588327408,
-0.04011392965912819,
-0.08911652863025665,
-0.06857223808765411,
0.06552141159772873,
0.0018066000193357468,
-0.05696598440408707,
-0.07007239013910294,
-0.024614380672574043,
-0.0060387831181287766,
0.056962061673402786,
-0.032118722796440125,
-0.06694825738668442,
0.05945577844977379,
0.04106447100639343,
0.05290897563099861,
0.09342605620622635,
0.04529694840312004,
-0.0020866200793534517,
-0.017220856621861458,
0.08675669133663177,
-0.03354084491729736,
-0.05211978033185005,
-0.03744044899940491,
-0.05027792230248451,
0.04293995350599289,
-0.029969437047839165,
0.07275072485208511,
0.048213910311460495,
0.02121179923415184,
0.06834381818771362,
-0.020655298605561256,
0.05658148229122162,
-0.028842665255069733,
-0.033914823085069656,
0.03474186733365059,
0.04177370294928551,
-0.027445659041404724,
-0.015749379992485046,
-0.009797115810215473,
0.055041249841451645,
0.01875738427042961,
0.031031161546707153,
0.03382973000407219,
0.07466305047273636,
-0.05811368301510811,
-0.04023562744259834,
0.059181779623031616,
0.0779813900589943,
-0.024866348132491112,
0.08686850965023041,
-0.06241314485669136,
-0.0599445179104805,
-0.0065199206583201885,
-0.03510012477636337,
0.009940254501998425,
-0.06365322321653366,
0.04964737966656685,
0.07103125751018524,
-0.06600235402584076,
-0.044804688543081284,
0.029309237375855446,
-0.021127035841345787,
0.022245049476623535,
-0.0701005756855011,
-0.0361754484474659,
0.06026984751224518,
-0.04464321956038475,
-0.02046743966639042,
0.008258039131760597,
0.069733165204525,
-0.07406666874885559,
-0.034857746213674545,
0.004908000119030476,
-0.0014126560417935252,
-0.059781722724437714,
0.05140533670783043,
-0.013813307508826256,
-0.052151646465063095,
0.08921460807323456,
-0.03518505394458771,
-0.06809557229280472,
0.019509779289364815,
0.07663252204656601,
-0.07248692959547043,
0.029062936082482338,
0.05636802688241005,
-0.09208844602108002,
0.05423929914832115,
-0.030904673039913177,
-0.07097821682691574,
0.07006765902042389,
0.010280466638505459,
-0.0727601870894432,
-0.03922943025827408,
0.050699613988399506,
0.0342249795794487,
0.04401840269565582,
0.071916863322258,
-0.032676175236701965,
-0.012202578596770763,
0.023622330278158188,
-0.05164172500371933,
0.07657270133495331,
0.0570489726960659,
-0.027074091136455536,
0.024001048877835274,
-0.05997159704566002,
-0.06526297330856323,
-0.06646382063627243,
0.009154347702860832,
-0.04257599636912346,
-0.06682895869016647,
0.02498248778283596,
0.07465135306119919,
0.013068879023194313,
0.03734271973371506
] |
Vendors Teamtailor
Analytics
These cookies collect information to help us understand how the site is being
used.
Vendors Teamtailor
Marketing
These cookies are used to make advertising messages more relevant to you. In
some cases, they also deliver additional functions on the site.
Vendors Youtube, Google
Accept these cookies Decline non-necessary cookies
* Join us 🕵️♀️
Employee Log in Candidate Log in to Connect Homepage ml6.eu
Facebook X LinkedIn
# Kaat Van Doren
Head Talent & Culture – Talent & Culture 🫶
kaat.van.doren@ml6.eu
As Head of Talent & Culture at ML6, Kaat focuses on accelerating all ML6
Agents by being a trustful Business Partner. Together with the whole HR team,
she integrates the five people pillars of ML6 (ML6 DNA, Meaningful work, Other
People, Appreciation & Personal Path) in all projects & HR related activities. | scraping/output/-240747374499063990.txt | [
0.03960786387324333,
-0.03333907946944237,
-0.07591535151004791,
-0.037538912147283554,
0.039123259484767914,
-0.06498079746961594,
0.053898703306913376,
0.07494015991687775,
0.021918252110481262,
0.00888324249535799,
-0.0019554365426301956,
0.037447068840265274,
0.051634907722473145,
-0.03576730564236641,
-0.057615410536527634,
0.07742330431938171,
0.05594154819846153,
-0.04494825005531311,
-0.03617066144943237,
-0.05218379199504852,
-0.020532075315713882,
0.018905840814113617,
-0.06716813147068024,
0.0649239718914032,
0.06027591973543167,
0.049061067402362823,
-0.03573280945420265,
0.004872899502515793,
0.04006911814212799,
-0.03720004856586456,
-0.02714589424431324,
-0.03838676959276199,
0.053923096507787704,
-0.10660773515701294,
0.029097363352775574,
-0.010022456757724285,
-0.06336286664009094,
-0.051140788942575455,
0.06696850061416626,
-0.05241411179304123,
0.02014359086751938,
0.08387981355190277,
0.032905347645282745,
0.0384957529604435,
0.0434860922396183,
0.049810703843832016,
-0.006444989237934351,
0.05950675904750824,
-0.035198576748371124,
-0.04040152579545975,
-0.04663820564746857,
0.04197298735380173,
0.014452163130044937,
0.04817510396242142,
0.0673312097787857,
-0.09611167758703232,
-0.06167786568403244,
-0.08471661806106567,
-0.043255459517240524,
0.03584804758429527,
0.056301333010196686,
-0.06355465948581696,
0.01841750741004944,
0.03856322169303894,
0.06886861473321915,
0.03837542235851288,
0.0290709026157856,
0.044949356466531754,
-0.09131285548210144,
-0.05087526887655258,
-0.0597560852766037,
0.06027362123131752,
0.000548320880625397,
-0.03390442207455635,
-0.012288332916796207,
0.06043795123696327,
-0.001158687868155539,
-0.08578886091709137,
0.027603043243288994,
-0.038772910833358765,
-0.09014912694692612,
-0.030311722308397293,
-0.06681660562753677,
0.002843098482117057,
-0.08258799463510513,
0.023672381415963173,
0.07728979736566544,
-0.06432697921991348,
0.07480543851852417,
-0.04969397559762001,
0.06326787173748016,
0.03759533166885376,
-0.025962697342038155,
-0.06860687583684921,
-0.06512253731489182,
-0.08684215694665909,
-0.010601047426462173,
0.027764281257987022,
0.033999741077423096,
-0.024284446612000465,
0.04194670543074608,
-0.07615206390619278,
0.05613156780600548,
-0.08214076608419418,
-0.04989257827401161,
0.007537052035331726,
0.008554560132324696,
-0.054048918187618256,
0.05489658936858177,
-0.05452693998813629,
-0.06404593586921692,
0.08157048374414444,
0.07742980867624283,
0.050172772258520126,
-0.04858787730336189,
-0.025789715349674225,
-0.04121110215783119,
-0.05979245901107788,
0.01816602423787117,
-0.04125763103365898,
0.09663593769073486,
-0.05284009501338005,
-0.08655936270952225,
-0.04972263053059578,
-0.02451622299849987,
-0.02431393973529339,
-0.00005521765706362203,
0.04655913636088371,
0.040717028081417084,
0.00857061892747879,
0.03118489868938923,
0.0388164184987545,
0.024250147864222527,
0.05069054663181305,
0.018525749444961548,
0.05930814892053604,
-0.0729968249797821,
-0.0159594863653183,
-0.011645926162600517,
-0.028607241809368134,
-0.02782777138054371,
0.06330770999193192,
-0.036008041352033615,
0.07042039185762405,
0.03158580884337425,
0.029810547828674316,
0.10707182437181473,
-0.04173615947365761,
0.06259844452142715,
0.00020111657795496285,
0.0739533081650734,
-0.012233283370733261,
0.050074439495801926,
0.0344453826546669,
0.032377079129219055,
-0.09118281304836273,
-0.08007656037807465,
-0.04795033112168312,
0.04698338359594345,
0.01619153842329979,
-0.04334821179509163,
-0.05928582698106766,
-0.05630888044834137,
-0.015155598521232605,
-0.02190438285470009,
-0.04192161187529564,
0.0439421683549881,
0.08552737534046173,
-0.06318135559558868,
-0.04488217830657959,
-0.05962255224585533,
0.021746868267655373,
-0.08737554401159286,
0.04577040672302246,
-0.016788171604275703,
0.06443514674901962,
-0.07178672403097153,
0.028306912630796432,
0.016356391832232475,
0.048847395926713943,
-0.07560167461633682,
-0.03485796973109245,
-0.08531684428453445,
-0.0761062353849411,
-0.0687364786863327,
-0.016104793176054955,
-0.06374441832304001,
0.0446486659348011,
0.003711665514856577,
-0.020875554531812668,
0.03461351990699768,
0.05054526776075363,
-0.03436855226755142,
-0.06901150196790695,
-0.01168218906968832,
0.05134749040007591,
-0.035605061799287796,
0.023936668410897255,
0.05512630566954613,
0.011739157140254974,
0.009259149432182312,
-0.036959413439035416,
0.05765871703624725,
0.049677975475788116,
0.0405314676463604,
0.0036238294560462236,
-0.03691798076033592,
0.08013512194156647,
-0.04153837636113167,
0.0562070794403553,
0.06274502724409103,
-0.07530781626701355,
-0.04652680829167366,
0.025792112573981285,
-0.0009795210789889097,
-0.022167282178997993,
0.01254370529204607,
0.08634816110134125,
-0.045698050409555435,
0.01981445401906967,
0.05625719204545021,
0.015817640349268913,
0.06111476942896843,
-0.07129740715026855,
-0.011385109275579453,
-0.01500730961561203,
0.07386207580566406,
0.005905174650251865,
-0.01849447563290596,
0.060974493622779846,
-0.04033325985074043,
-0.06582742184400558,
-0.058170486241579056,
-0.0701567754149437,
-0.028809117153286934,
-0.017093855887651443,
0.015307240188121796,
0.028397098183631897,
0.054160259664058685,
-0.04896679148077965,
-0.08254159241914749,
-0.03337015211582184,
0.0060748448595404625,
-0.05123906582593918,
0.06791763007640839,
-0.03927260637283325,
0.009202576242387295,
0.032590825110673904,
-0.010667689144611359,
0.04178561270236969,
0.042753200978040695,
-0.0341753326356411,
-0.026904495432972908,
-0.033369556069374084,
-0.06813129782676697,
0.04694860056042671,
0.054758667945861816,
0.07994090765714645,
-0.08611180633306503,
0.04325325787067413,
0.03318644315004349,
-0.009340963326394558,
0.04213990271091461,
0.04033130034804344,
0.04313494637608528,
-0.007409033365547657,
-0.03078877180814743,
-0.04006217047572136,
-0.07498014718294144,
-0.03133673593401909,
-0.05478604510426521,
0.03756460174918175,
0.010106993839144707,
-0.045118365436792374,
-0.051798295229673386,
-0.07253237068653107,
-0.01772843487560749,
0.04751336947083473,
-0.033340875059366226,
-0.024117127060890198,
0.046920083463191986,
0.02560504525899887,
0.030155956745147705,
0.11533086746931076,
0.06677056849002838,
-0.01962720789015293,
-0.022444097325205803,
0.10593561828136444,
-0.040478359907865524,
-0.06700588762760162,
-0.05270000174641609,
-0.07261566817760468,
0.03645804524421692,
-0.002601170912384987,
0.08096406608819962,
0.05972956120967865,
-0.0065427604131400585,
0.05823928490281105,
0.0002263536734972149,
0.03771192952990532,
0.012957743369042873,
0.0036263170186430216,
0.043780453503131866,
0.060636088252067566,
-0.024342691525816917,
-0.009656408801674843,
-0.023160291835665703,
0.041888050734996796,
0.052531108260154724,
0.04223901405930519,
0.03170374035835266,
0.04472419247031212,
-0.024930913001298904,
-0.03913482651114464,
0.0635952353477478,
0.07548409700393677,
0.028656886890530586,
0.06302449852228165,
-0.08331935852766037,
-0.05906274914741516,
-0.04111912474036217,
-0.08828022330999374,
-0.009286041371524334,
-0.07645083218812943,
0.037397563457489014,
0.10131919384002686,
-0.10037621855735779,
-0.032179150730371475,
0.02055581659078598,
0.017909709364175797,
0.05914462357759476,
-0.05840768665075302,
-0.050834644585847855,
0.07988999783992767,
-0.05830293893814087,
-0.042969197034835815,
-0.01858387514948845,
0.08624112606048584,
-0.06916039437055588,
-0.031448107212781906,
0.033995043486356735,
0.039492614567279816,
-0.07761939615011215,
0.027415931224822998,
-0.012954476289451122,
-0.025535883381962776,
0.10845941305160522,
-0.013612003065645695,
-0.09132568538188934,
0.034749895334243774,
0.06395851075649261,
-0.05926932021975517,
0.021527692675590515,
0.07174886763095856,
-0.037550363689661026,
0.05919391289353371,
-0.05930750444531441,
-0.017218491062521935,
0.08107592165470123,
0.036293718963861465,
-0.03504633158445358,
-0.04585564136505127,
0.03303106129169464,
0.01590529829263687,
0.05404818430542946,
0.05615503713488579,
-0.025662530213594437,
-0.006786147598177195,
0.02650618553161621,
0.0007112110615707934,
0.07620331645011902,
0.06445109844207764,
-0.017902279272675514,
0.0021761718671768904,
-0.07382699102163315,
-0.059441789984703064,
-0.05923411250114441,
0.017827743664383888,
-0.036217860877513885,
-0.05417082831263542,
0.05184125900268555,
0.06331978738307953,
0.051643483340740204,
0.03949423506855965
] |
Her focus is on personal development & soft HR in combination with HR
strategy. Next to this she guides the HR colleagues on Recruitment and
Compensation & Benefits. The combination of People and Technology is the asset
in her role at ML6. She treasures and admires the people with whom she can
collaborate.
Kaat is very passionate about people and this started already during her
studies in Human Resource Management at AMS. After this she started her career
as a recruitment consultant at Hays with a strong focus on IT profiles.
Therefore she dares to talk tech and dig deep into her collaboration with ML6
agents.
Have a look at her latest blogposts:
"Doubling down on learning and innovation"
## Work with me
* Talent Reward Officer Talent & Culture 🫶 * Multiple locations
* Junior Talent Partner Talent & Culture 🫶 * Multiple locations
## Some of my colleagues
Julie Plusquin
Talent Partner
## About ML6 | scraping/output/-240747374499063990.txt | [
0.05652707442641258,
-0.011462630704045296,
-0.08557909727096558,
-0.0254839938133955,
0.05707462877035141,
-0.05375581607222557,
0.03909112513065338,
0.037992026656866074,
0.08073045313358307,
-0.015665274113416672,
0.016490519046783447,
0.008593291975557804,
0.05091485008597374,
-0.04415474832057953,
-0.07065281271934509,
0.0728694349527359,
0.0642484575510025,
-0.06100693717598915,
-0.04152044653892517,
-0.021357327699661255,
-0.011810173280537128,
0.02759513631463051,
-0.04285117983818054,
0.049229174852371216,
0.06493886560201645,
0.031790778040885925,
-0.02920887991786003,
0.010486030019819736,
0.027421141043305397,
-0.04399367421865463,
-0.015088258311152458,
-0.0006825515883974731,
0.030462928116321564,
-0.09385586529970169,
0.02009357511997223,
0.00688653439283371,
-0.035710450261831284,
-0.05602516233921051,
0.0375203900039196,
-0.03922558203339577,
-0.006229772232472897,
0.043497320264577866,
0.02370315231382847,
0.014688627794384956,
0.08179295808076859,
0.051701705902814865,
0.00812545046210289,
0.04497316852211952,
-0.06549368798732758,
-0.046219922602176666,
-0.051244672387838364,
0.05073059722781181,
0.04784678667783737,
0.05963879078626633,
0.038200464099645615,
-0.07634630054235458,
-0.06489566713571548,
-0.06903499364852905,
-0.05063650757074356,
0.004732889123260975,
0.025147294625639915,
-0.017102031037211418,
0.03408562391996384,
0.0013369475491344929,
0.05586756020784378,
0.06259123235940933,
0.022065944969654083,
0.0259495060890913,
-0.07561694830656052,
-0.03625273331999779,
-0.048155829310417175,
0.0486898273229599,
-0.03604785352945328,
-0.015047792345285416,
0.011942887678742409,
0.07044535875320435,
0.016149865463376045,
-0.05666796863079071,
0.03176479786634445,
0.0062741064466536045,
-0.12821076810359955,
-0.061833251267671585,
-0.06147070601582527,
0.030209165066480637,
-0.10686937719583511,
0.053785163909196854,
0.07746416330337524,
-0.057934146374464035,
0.0908314511179924,
-0.05982841178774834,
0.08087952435016632,
0.013678871095180511,
-0.01879655383527279,
-0.03865642845630646,
-0.06334034353494644,
-0.09836019575595856,
-0.06290239840745926,
0.07203390449285507,
0.054233238101005554,
-0.02150147594511509,
0.04341866821050644,
-0.04550262913107872,
0.1144355908036232,
-0.0378054678440094,
-0.06351782381534576,
0.03366779163479805,
0.028903691098093987,
-0.06731926649808884,
-0.02398795075714588,
-0.02980378270149231,
-0.0920092910528183,
0.08015860617160797,
0.07196792215108871,
0.023045511916279793,
-0.06269317865371704,
-0.03425448387861252,
-0.02394581213593483,
-0.04931219667196274,
0.03369725123047829,
-0.028431231155991554,
0.08421853929758072,
-0.05424375832080841,
-0.08299221098423004,
-0.04651709645986557,
-0.027034064754843712,
-0.03702050819993019,
0.03502226620912552,
0.061503324657678604,
0.0668819472193718,
0.0013902470236644149,
0.006415019277483225,
0.026793628931045532,
0.05078424513339996,
-0.00024854132789187133,
0.0601816363632679,
0.04247331619262695,
-0.044536687433719635,
0.012266498059034348,
0.01775766722857952,
-0.03644571080803871,
-0.042065732181072235,
0.047140371054410934,
-0.043942853808403015,
0.053325362503528595,
0.05774880200624466,
0.015836037695407867,
0.08939483016729355,
-0.026604605838656425,
0.06383518129587173,
-0.0385887548327446,
0.06836147606372833,
0.004754247609525919,
0.04699542745947838,
0.02009507268667221,
0.040460970252752304,
-0.12188969552516937,
-0.06321065872907639,
-0.04584234580397606,
0.031458016484975815,
0.06551946699619293,
-0.03392397239804268,
-0.07239559292793274,
-0.04391942918300629,
-0.02553601935505867,
-0.0224300529807806,
-0.04269822686910629,
0.034971412271261215,
0.09762503206729889,
-0.06016477197408676,
-0.015031920745968819,
-0.08389353007078171,
0.02371116727590561,
-0.07396311312913895,
0.059047408401966095,
-0.022476302459836006,
0.04706044867634773,
-0.06269870698451996,
0.020087191835045815,
0.020830951631069183,
0.07223784178495407,
-0.06774669140577316,
-0.03642973303794861,
-0.06773453950881958,
-0.06578502058982849,
-0.07846097648143768,
-0.04114438220858574,
-0.034232620149850845,
0.06327614933252335,
-0.00528941722586751,
-0.06349446624517441,
0.017731940373778343,
0.04199807718396187,
-0.07733926177024841,
-0.05803376063704491,
-0.02720312587916851,
0.05662805214524269,
-0.05207427591085434,
0.04929615557193756,
0.0635576993227005,
0.036416783928871155,
-0.009437108412384987,
-0.04568871110677719,
-0.011550775729119778,
0.06481411308050156,
0.05356685817241669,
-0.016123028472065926,
-0.06760773807764053,
0.064252108335495,
-0.03836093470454216,
0.06408559530973434,
0.07317430526018143,
-0.08089643716812134,
-0.05851248651742935,
0.010310130193829536,
0.018904544413089752,
-0.02409645915031433,
-0.021044421941041946,
0.07623632997274399,
-0.05237262323498726,
0.018515372648835182,
0.0747394934296608,
-0.02112039178609848,
0.060528773814439774,
-0.06525220721960068,
-0.0405108667910099,
0.07005294412374496,
0.10878551006317139,
-0.029778236523270607,
-0.04764251783490181,
0.05122485011816025,
-0.05509001389145851,
-0.04349362105131149,
-0.02728361263871193,
-0.05315355584025383,
-0.061838701367378235,
-0.01568898931145668,
0.0021989282686263323,
0.025301268324255943,
0.010034717619419098,
-0.054050981998443604,
-0.07611209154129028,
-0.025749446824193,
-0.005559626501053572,
-0.06001238897442818,
0.07872678339481354,
-0.04597979784011841,
-0.009252178482711315,
0.015769200399518013,
-0.015988128259778023,
0.04464117810130119,
0.07909215986728668,
-0.05431780219078064,
-0.015431743115186691,
-0.025548864156007767,
-0.007382069248706102,
0.05848906934261322,
0.08619146049022675,
0.039413440972566605,
-0.06812988221645355,
0.03293908014893532,
-0.006606373004615307,
-0.009271001443266869,
0.04582393169403076,
0.08210363984107971,
0.015860825777053833,
-0.006452776025980711,
-0.05911514535546303,
-0.03636150807142258,
-0.05119769647717476,
-0.03579855337738991,
-0.07151532173156738,
0.018212521448731422,
0.02205701358616352,
-0.0335087813436985,
-0.03362258896231651,
-0.07376894354820251,
-0.015630098059773445,
0.09631087630987167,
-0.041929248720407486,
-0.026470983400940895,
0.001841069431975484,
-0.013168400153517723,
0.01377867255359888,
0.06707505881786346,
0.05505094304680824,
0.010207741521298885,
0.0022673760540783405,
0.11121665686368942,
-0.03630569949746132,
-0.07422945648431778,
-0.06238440424203873,
-0.05150982365012169,
0.01446416974067688,
-0.022170858457684517,
0.06653887033462524,
0.024319011718034744,
0.008344989269971848,
0.03970158100128174,
-0.006903674453496933,
0.033666037023067474,
-0.017816176638007164,
0.013795534148812294,
0.026126446202397346,
0.023562267422676086,
-0.05338679999113083,
-0.001727522467263043,
0.024679768830537796,
0.086299829185009,
0.07130274921655655,
0.05300980433821678,
0.08511300384998322,
0.058847710490226746,
-0.02682430110871792,
-0.009202336892485619,
0.0746360719203949,
0.05090496689081192,
0.007648891303688288,
0.03101062960922718,
-0.055518366396427155,
-0.045338165014982224,
-0.06771986186504364,
-0.07409120351076126,
-0.01439203042536974,
-0.061903029680252075,
-0.0010724575258791447,
0.09075288474559784,
-0.0715213343501091,
-0.011093394830822945,
0.015989549458026886,
0.01569405384361744,
0.06302551180124283,
-0.036946505308151245,
-0.061666958034038544,
0.08134844899177551,
-0.10180440545082092,
-0.014045542106032372,
0.0019590347073972225,
0.07979550212621689,
-0.026095831766724586,
-0.09348947554826736,
0.04600044712424278,
-0.008567414246499538,
-0.05375099927186966,
0.011216696351766586,
0.009879271499812603,
-0.05190574377775192,
0.08720901608467102,
-0.02870521880686283,
-0.060722846537828445,
0.022024421021342278,
0.06396174430847168,
-0.09624181687831879,
0.02025238238275051,
0.0681266188621521,
-0.036451827734708786,
0.0857665166258812,
-0.07674257457256317,
-0.017413828521966934,
0.05652743577957153,
0.04016939550638199,
-0.009829611517488956,
-0.031020857393741608,
0.02828299254179001,
0.03766579180955887,
0.07333318144083023,
0.02824331633746624,
-0.026823073625564575,
0.007934176363050938,
0.017177453264594078,
-0.0337672159075737,
0.07246106117963791,
0.06976798921823502,
-0.02798409014940262,
0.0005061751580797136,
-0.034304406493902206,
-0.04255696386098862,
-0.0665297880768776,
0.02057032473385334,
-0.03191228583455086,
-0.034662485122680664,
0.025183187797665596,
0.07716252654790878,
0.04165007546544075,
0.04915931075811386
] |
## Some of my colleagues
Julie Plusquin
Talent Partner
## About ML6
We guide the AI revolution towards positive impact. 🌐
Exciting developments are happening in the world of AI, offering unprecedented
opportunities for businesses to innovate and gain a competitive edge. Now more
than ever is the time to create intelligence with lasting positive impact. And
you can be a part of this!
1. We deliver end-to-end projects where we accompany organisations through the entire AI journey
2. We build bespoke hybrid ML solutions
3. We navigate and set up advisory projects
As ML6 highly values diversity, inclusion and transparent communication, we've
implemented a formal channel to report serious misconduct here.
Examples of serious misconduct (not limited to): safety of the individual
(aggression, discrimination, sexual harassment), data privacy issues, public
health, tax and fraud.
* Join us 🕵️♀️
* Data & privacy
* Manage cookies
ml6.eu/
Employee login | scraping/output/-240747374499063990.txt | [
0.03694731742143631,
-0.0023244512267410755,
-0.1055368110537529,
-0.05009454861283302,
0.036974143236875534,
-0.017933329567313194,
0.043653056025505066,
0.07248427718877792,
0.0480840839445591,
-0.03629876673221588,
0.00020964366558473557,
0.020332686603069305,
0.07837052643299103,
-0.048273876309394836,
-0.014552369713783264,
0.057950347661972046,
0.04983421787619591,
-0.05584552139043808,
-0.03266273811459541,
-0.009046155959367752,
0.007817416451871395,
0.014903350733220577,
-0.07096844911575317,
0.06553203612565994,
0.07199649512767792,
0.04846024885773659,
-0.062355104833841324,
-0.00581672228872776,
0.03601140156388283,
-0.024949045851826668,
-0.015245516784489155,
-0.03136582300066948,
0.032442376017570496,
-0.0855826660990715,
0.038739994168281555,
0.025801924988627434,
-0.0231041070073843,
-0.03846493363380432,
0.06162993982434273,
-0.02865426242351532,
-0.018031634390354156,
0.01995142549276352,
0.02652697265148163,
0.03230784833431244,
0.07713562250137329,
0.04691731557250023,
-0.0066213845275342464,
0.06187806650996208,
-0.04688403010368347,
-0.0251182708889246,
-0.05014689266681671,
0.04907214641571045,
0.024021031334996223,
0.06248248368501663,
0.04374705255031586,
-0.08108863979578018,
-0.06886807084083557,
-0.09781712293624878,
-0.05677304416894913,
0.025252453982830048,
0.05928279086947441,
-0.01608974114060402,
0.00022092292783781886,
0.02630033902823925,
0.050520848482847214,
0.07003049552440643,
0.009578946977853775,
0.028455765917897224,
-0.10233113914728165,
-0.05326179414987564,
-0.04635088890790939,
0.043275926262140274,
-0.04708510637283325,
-0.04766643047332764,
-0.025936255231499672,
0.028391748666763306,
-0.011664839461445808,
-0.06946226209402084,
0.010195380076766014,
-0.01943812146782875,
-0.0999697744846344,
-0.06740173697471619,
-0.06084883213043213,
0.000655645621009171,
-0.060616862028837204,
0.08033432066440582,
0.054094988852739334,
-0.07132188230752945,
0.08688133955001831,
-0.03121769428253174,
0.045671749860048294,
-0.001988467760384083,
-0.03373507037758827,
-0.05710167810320854,
-0.05219028517603874,
-0.07974684983491898,
-0.028980335220694542,
0.06604919582605362,
0.06858085840940475,
-0.05126512050628662,
0.03531205281615257,
-0.0645950511097908,
0.1193137988448143,
-0.06189946085214615,
-0.05443057045340538,
0.019223256036639214,
0.0051872082985937595,
-0.054812878370285034,
0.03081107884645462,
-0.06724049896001816,
-0.06389565765857697,
0.08328352868556976,
0.051981814205646515,
0.006977164186537266,
-0.07312315702438354,
0.011674792505800724,
-0.007856701500713825,
-0.0446777269244194,
0.03881067782640457,
-0.06529101729393005,
0.1110014021396637,
-0.07713950425386429,
-0.09166780114173889,
-0.05545130744576454,
-0.03623063117265701,
-0.03408893942832947,
0.02076706476509571,
0.04763104394078255,
0.014756981283426285,
0.01473204419016838,
-0.012858542613685131,
0.04023938253521919,
0.029673537239432335,
0.03890153393149376,
0.07333959639072418,
0.054389894008636475,
-0.0797462910413742,
-0.003276153700426221,
-0.02883049286901951,
-0.0632035955786705,
-0.04666169360280037,
0.07694942504167557,
-0.009403492324054241,
0.03683845326304436,
0.03991076350212097,
0.0438932441174984,
0.10533886402845383,
-0.0375869944691658,
0.06635415554046631,
-0.03462785482406616,
0.07815509289503098,
-0.004777238704264164,
0.05851682275533676,
0.02884499356150627,
0.07527755200862885,
-0.07470212131738663,
-0.100226990878582,
-0.05602158606052399,
0.015340224839746952,
0.024702681228518486,
-0.034246932715177536,
-0.06749873608350754,
-0.06642740964889526,
-0.003839985467493534,
-0.05849132314324379,
-0.04793746769428253,
0.040508732199668884,
0.0395580418407917,
-0.04221058636903763,
-0.03868093341588974,
-0.03204379975795746,
0.03482772409915924,
-0.06792061775922775,
0.07362323999404907,
-0.03550545126199722,
0.0914689153432846,
-0.05298478901386261,
0.030475597828626633,
0.044544875621795654,
0.07211863994598389,
-0.10767613351345062,
-0.014447655528783798,
-0.06591060012578964,
-0.06308071315288544,
-0.059360481798648834,
-0.0710531622171402,
-0.02794971689581871,
0.04309557378292084,
0.03904521092772484,
-0.061575450003147125,
0.0039815097115933895,
0.025058211758732796,
-0.04971766844391823,
-0.06787417083978653,
-0.019276941195130348,
0.047180257737636566,
-0.024794142693281174,
0.051897626370191574,
0.07439862191677094,
0.040751826018095016,
0.0024958858266472816,
-0.027106596156954765,
0.03612964600324631,
0.04033828154206276,
0.021143043413758278,
0.011433887295424938,
-0.020528020337224007,
0.02824593521654606,
-0.04950907826423645,
0.06097264960408211,
0.05810382589697838,
-0.09037557989358902,
-0.08806625753641129,
0.03456844389438629,
0.001878452254459262,
-0.02937009371817112,
-0.0005846776184625924,
0.08767551183700562,
-0.020242027938365936,
0.04179002344608307,
0.05427662655711174,
-0.009481941349804401,
0.06287719309329987,
-0.07269217818975449,
-0.0049836416728794575,
0.0689968690276146,
0.08482018858194351,
-0.06076003238558769,
-0.04715978354215622,
0.02349396049976349,
-0.06767468899488449,
-0.02835412137210369,
-0.04066748172044754,
-0.06741925328969955,
-0.04394780099391937,
-0.04847567155957222,
0.019660497084259987,
0.04010573402047157,
0.06257904320955276,
-0.028103884309530258,
-0.051224756985902786,
-0.051512446254491806,
0.01671203039586544,
-0.06473422050476074,
0.06909888982772827,
-0.021275648847222328,
-0.03240181878209114,
0.03365390747785568,
-0.01669398695230484,
0.04040060564875603,
0.028309976682066917,
-0.05099057778716087,
-0.012901321984827518,
-0.04853468015789986,
-0.00932310800999403,
0.09471672773361206,
0.09337008744478226,
0.09331973642110825,
-0.06956713646650314,
0.03520672768354416,
0.0210869163274765,
-0.019398212432861328,
0.08300984650850296,
0.045229122042655945,
0.03284706175327301,
-0.015996135771274567,
-0.02450525388121605,
-0.027038220316171646,
-0.04077586159110069,
-0.03207571431994438,
-0.08356811106204987,
0.0364997498691082,
0.01586425118148327,
-0.036361806094646454,
-0.052056144922971725,
-0.05254345014691353,
-0.006177238654345274,
0.0808023065328598,
-0.059374719858169556,
-0.012090928852558136,
0.07042745500802994,
0.0008986413013190031,
0.03425977751612663,
0.06875981390476227,
0.025657959282398224,
-0.017772957682609558,
-0.0007883311482146382,
0.08274631947278976,
-0.04583180695772171,
-0.047741569578647614,
-0.035641565918922424,
-0.04140124469995499,
0.015140955336391926,
-0.04498181864619255,
0.08842958509922028,
0.01540792640298605,
0.001535787945613265,
0.05891193076968193,
-0.030581213533878326,
0.05107935890555382,
-0.009502487257122993,
-0.020613281056284904,
0.023057999089360237,
0.04753173515200615,
-0.017231829464435577,
0.0019243869464844465,
0.016202475875616074,
0.027727773413062096,
0.054302509874105453,
0.021752065047621727,
0.06564570963382721,
0.03697146847844124,
-0.01768358238041401,
-0.03364722430706024,
0.055802974849939346,
0.053933996707201004,
-0.038921892642974854,
0.028038417920470238,
-0.10326013714075089,
-0.060727424919605255,
-0.0656939297914505,
-0.07124258577823639,
-0.015088538639247417,
-0.0740010067820549,
0.007042384706437588,
0.0808020830154419,
-0.09021420031785965,
-0.029139887541532516,
0.026786331087350845,
-0.01746382936835289,
0.030243543907999992,
-0.03892197832465172,
-0.051201384514570236,
0.07367642223834991,
-0.07607142627239227,
-0.010848043486475945,
0.012863554991781712,
0.06802261620759964,
-0.019010841846466064,
-0.05319388583302498,
0.02106250263750553,
0.04995395615696907,
-0.05905827879905701,
0.03486930951476097,
-0.029756538569927216,
-0.011750912293791771,
0.08687986433506012,
-0.033417101949453354,
-0.04801274091005325,
-0.021448498591780663,
0.09754776954650879,
-0.05867987498641014,
0.025718756020069122,
0.06846044957637787,
-0.06043365225195885,
0.07777377963066101,
-0.07912034541368484,
-0.016746850684285164,
0.10345667600631714,
0.06732857972383499,
-0.0486181415617466,
-0.03017154522240162,
-0.0005466567235998809,
0.0020130902994424105,
0.04899457469582558,
0.014086661860346794,
0.0012814701767638326,
0.010419824160635471,
0.045515887439250946,
-0.018472306430339813,
0.07102404534816742,
0.0573086179792881,
-0.020824799314141273,
-0.006566263735294342,
-0.04028637707233429,
-0.04254325479269028,
-0.0624484121799469,
-0.0006029774667695165,
-0.010338041000068188,
-0.027993250638246536,
0.07563521713018417,
0.06368210911750793,
0.02385678142309189,
0.07516474276781082
] |
* Join us 🕵️♀️
* Data & privacy
* Manage cookies
ml6.eu/
Employee login
Candidate Connect login
Career site by Teamtailor | scraping/output/-240747374499063990.txt | [
0.03634229302406311,
-0.029982086271047592,
-0.062486372888088226,
-0.043274980038404465,
0.06441308557987213,
-0.03748966380953789,
0.04482439532876015,
0.0676008090376854,
0.06693574786186218,
0.009190632961690426,
0.02761862799525261,
0.04183105379343033,
0.05275106430053711,
0.002292787190526724,
-0.028238164260983467,
0.06280539184808731,
0.044054437428712845,
-0.07132577896118164,
-0.033936839550733566,
-0.0613134503364563,
0.006169522646814585,
-0.01279978547245264,
-0.06524468213319778,
0.06977066397666931,
0.08267388492822647,
0.051464080810546875,
0.0012145832879468799,
0.028174206614494324,
0.03494974598288536,
-0.037716343998909,
-0.026656560599803925,
-0.05989198386669159,
0.04538881778717041,
-0.07594168931245804,
0.045514460653066635,
0.0288135576993227,
-0.027758661657571793,
-0.03764260187745094,
0.05270736292004585,
-0.04459664225578308,
0.0018103000475093722,
0.02289641834795475,
0.033124860376119614,
0.03969984129071236,
0.01903766766190529,
0.07415642589330673,
-0.025938093662261963,
0.05863262340426445,
-0.03056456707417965,
-0.034367188811302185,
-0.060299552977085114,
0.05971714109182358,
0.01900593563914299,
0.039721518754959106,
0.035295333713293076,
-0.07530754059553146,
-0.07843945175409317,
-0.06609494239091873,
-0.0725206807255745,
0.046217095106840134,
0.0629267767071724,
-0.05145840719342232,
0.0231806468218565,
0.043549809604883194,
0.0555378794670105,
0.08280164748430252,
0.050310663878917694,
0.03282018378376961,
-0.071590356528759,
-0.04456515610218048,
-0.05348027125000954,
0.06427310407161713,
0.011042780242860317,
-0.05858396738767624,
-0.002537693362683058,
0.036339614540338516,
0.028298942372202873,
-0.07066190242767334,
0.017633818089962006,
-0.031314775347709656,
-0.09242329746484756,
-0.025012144818902016,
-0.0664026141166687,
0.004954471718519926,
-0.07577928900718689,
0.07851283252239227,
0.047974225133657455,
-0.0584220290184021,
0.05076935142278671,
-0.042949944734573364,
0.04316634684801102,
0.034756094217300415,
-0.05365331098437309,
-0.0772588700056076,
-0.07117443531751633,
-0.08263607323169708,
-0.011553007178008556,
0.07362525910139084,
0.025836311280727386,
-0.06585933268070221,
0.0503949299454689,
-0.07231180369853973,
0.07929784804582596,
-0.04572845995426178,
-0.05131762847304344,
0.03243142366409302,
0.04812047258019447,
-0.07625403255224228,
0.062049031257629395,
-0.0627017691731453,
-0.07098110765218735,
0.05333142727613449,
0.06676161289215088,
0.057980336248874664,
-0.048110004514455795,
-0.02181236445903778,
-0.007771356496959925,
-0.04152151197195053,
0.05131186917424202,
-0.03875165805220604,
0.09112155437469482,
-0.07322566211223602,
-0.09126002341508865,
-0.07238571345806122,
-0.02833567000925541,
-0.03750729560852051,
-0.000367757718777284,
0.014021902345120907,
0.017565404996275902,
0.039154376834630966,
0.02046979032456875,
0.03451599180698395,
0.049979593604803085,
0.0677776038646698,
0.037483494728803635,
0.06204904988408089,
-0.07766953855752945,
-0.011671636253595352,
-0.036395326256752014,
-0.051024433225393295,
-0.04111533612012863,
0.0622747465968132,
-0.04121711105108261,
0.05658546835184097,
0.035575129091739655,
0.04728187620639801,
0.12385453283786774,
-0.02160950005054474,
0.06836850196123123,
-0.025241171941161156,
0.09988538920879364,
0.0011146205943077803,
0.06254149228334427,
0.03642527014017105,
0.06435330957174301,
-0.08250686526298523,
-0.07068037241697311,
-0.0335659384727478,
0.006645557004958391,
0.05324837937951088,
-0.04534152150154114,
-0.09367869794368744,
-0.07667967677116394,
-0.04368972405791283,
-0.04483862593770027,
-0.06220776587724686,
0.047966744750738144,
0.07470789551734924,
-0.07304844260215759,
-0.03557640686631203,
-0.06055527925491333,
0.04598134756088257,
-0.055183060467243195,
0.056443508714437485,
-0.004577371757477522,
0.06970101594924927,
-0.04645923525094986,
0.049381647258996964,
0.04024650156497955,
0.05556004121899605,
-0.07532159984111786,
-0.04527667537331581,
-0.07538449764251709,
-0.07933707535266876,
-0.08243963867425919,
-0.05512186884880066,
-0.029715348035097122,
0.031760480254888535,
0.05523376539349556,
-0.05573677271604538,
0.014501904137432575,
0.024986961856484413,
-0.036123551428318024,
-0.04889412224292755,
-0.040270160883665085,
0.027209430932998657,
-0.048525236546993256,
0.055410612374544144,
0.056397680193185806,
0.03773793205618858,
-0.009230111725628376,
-0.029899179935455322,
0.039198875427246094,
0.03741796314716339,
0.030079249292612076,
0.0012984046479687095,
-0.05628905072808266,
0.06063729524612427,
-0.042841311544179916,
0.0606132335960865,
0.061106689274311066,
-0.05542717128992081,
-0.054981160908937454,
0.03828608989715576,
-0.006221456918865442,
0.006619672756642103,
0.04229656979441643,
0.07195278257131577,
-0.059013817459344864,
0.05866749584674835,
0.04449683055281639,
-0.03307083249092102,
0.03283047303557396,
-0.08197836577892303,
-0.003988754935562611,
0.030098935589194298,
0.04617314413189888,
-0.0414460264146328,
-0.05155324935913086,
0.029295112937688828,
-0.05019156262278557,
-0.0684632882475853,
-0.07272117584943771,
-0.07504842430353165,
-0.05546348914504051,
-0.07140649855136871,
0.005656218621879816,
0.0189971923828125,
0.06369951367378235,
-0.032123252749443054,
-0.07625164091587067,
-0.06116526573896408,
0.023206297308206558,
-0.07046859711408615,
0.05740060284733772,
-0.050877612084150314,
-0.02221347950398922,
0.028027240186929703,
-0.015985187143087387,
0.031483568251132965,
0.03253062814474106,
-0.030042778700590134,
-0.014048139564692974,
-0.045737724751234055,
-0.046763140708208084,
0.07094024866819382,
0.0435151606798172,
0.044250473380088806,
-0.08147890120744705,
0.03119807504117489,
0.05822130665183067,
0.006695189978927374,
0.08787338435649872,
0.06425841897726059,
0.051759399473667145,
0.02342713251709938,
-0.03817753121256828,
-0.01646258309483528,
-0.05723467096686363,
-0.06542816013097763,
-0.06639303267002106,
0.04519123211503029,
0.018244097009301186,
-0.05704817548394203,
-0.07511233538389206,
-0.018877457827329636,
-0.030161144211888313,
0.06162021681666374,
-0.04099535569548607,
-0.050418492406606674,
0.03387972712516785,
0.012329124845564365,
0.07452376186847687,
0.09731850028038025,
0.05259677395224571,
0.0007828519446775317,
-0.018365168944001198,
0.07652240246534348,
-0.02963191829621792,
-0.05871991068124771,
-0.04552978277206421,
-0.021484510973095894,
0.03726989030838013,
-0.024900365620851517,
0.07709232717752457,
0.0322779156267643,
0.005159861408174038,
0.07771147787570953,
-0.018084941431879997,
0.013611925765872002,
-0.02945050038397312,
-0.026397913694381714,
0.04380225017666817,
0.0403163842856884,
-0.0476958230137825,
0.014147761277854443,
0.003232172690331936,
0.034949321299791336,
0.028667716309428215,
0.022891094908118248,
0.02993028052151203,
0.04156236723065376,
-0.04006316140294075,
-0.02237684465944767,
0.07558032125234604,
0.04802435263991356,
0.008521822281181812,
0.059716034680604935,
-0.07531794160604477,
-0.046414222568273544,
-0.011775150895118713,
-0.046421851962804794,
0.006940082646906376,
-0.07344640791416168,
0.03340474143624306,
0.06841707229614258,
-0.07638613879680634,
-0.041020702570676804,
0.040270350873470306,
0.01607145369052887,
0.02196827158331871,
-0.05714743211865425,
-0.03556932508945465,
0.06415984779596329,
-0.04071665182709694,
-0.04247965291142464,
-0.009790556505322456,
0.07129975408315659,
-0.038580380380153656,
-0.04905339702963829,
0.02696436643600464,
0.030032049864530563,
-0.05051004886627197,
0.04522275552153587,
-0.01397472433745861,
-0.035103410482406616,
0.08364852517843246,
-0.01455672550946474,
-0.03128249943256378,
0.03262903913855553,
0.09130018204450607,
-0.10725358128547668,
0.0437324121594429,
0.07083623111248016,
-0.044097188860177994,
0.042149867862463,
-0.04735925793647766,
-0.04961124435067177,
0.06817345321178436,
0.03327968716621399,
-0.04389873892068863,
-0.05087544396519661,
0.03279411792755127,
0.033009279519319534,
0.03141861781477928,
0.06253935396671295,
-0.03179397061467171,
0.013170928694307804,
0.043853241950273514,
-0.051012612879276276,
0.07446364313364029,
0.08039924502372742,
-0.051868267357349396,
-0.01618191972374916,
-0.042862024158239365,
-0.05342676490545273,
-0.058206379413604736,
0.020867761224508286,
-0.042574211955070496,
-0.09007658064365387,
0.02699991688132286,
0.05152493715286255,
0.02383054420351982,
0.061458148062229156
] |
No items found.
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
# Jens Bontinck
No items found. | scraping/output/4463436619648346933.txt | [
0.01965833641588688,
-0.017002973705530167,
-0.057135310024023056,
-0.02980092726647854,
0.06380843371152878,
-0.07623746246099472,
0.06311213225126266,
0.09005148708820343,
0.03680211678147316,
-0.03929024562239647,
0.017353162169456482,
0.040906816720962524,
0.04927995428442955,
-0.046013493090867996,
-0.011938191018998623,
0.03814319893717766,
0.03085177019238472,
-0.05844325199723244,
-0.040997035801410675,
-0.051228635013103485,
0.005749850068241358,
0.0037732981145381927,
-0.0544586218893528,
0.056302446871995926,
0.06531642377376556,
0.02371274121105671,
-0.03482111543416977,
0.004080994054675102,
0.04581708088517189,
-0.0262248944491148,
-0.007333850953727961,
-0.03785021975636482,
0.0433325469493866,
-0.07839102298021317,
0.0312817320227623,
0.012258757837116718,
-0.02739863470196724,
-0.0226331427693367,
0.04191962629556656,
-0.07591404020786285,
0.021852483972907066,
0.0468413345515728,
0.026900503784418106,
0.02949393168091774,
0.030308229848742485,
0.04813537374138832,
-0.03282744437456131,
0.03696805238723755,
-0.00330954953096807,
-0.04432469233870506,
-0.047348298132419586,
0.055040277540683746,
0.0144638167694211,
0.04956914111971855,
0.06597045809030533,
-0.0779959112405777,
-0.07899108529090881,
-0.06483322381973267,
-0.04138872027397156,
0.043345704674720764,
0.03294305503368378,
-0.06844360381364822,
0.004520311485975981,
0.051781583577394485,
0.06998997926712036,
0.07566528767347336,
0.009478995576500893,
0.013869895599782467,
-0.09435265511274338,
-0.05699652060866356,
-0.04457910358905792,
0.10733441263437271,
0.018875932320952415,
-0.07145292311906815,
0.0007613645284436643,
0.04214787483215332,
-0.004594642668962479,
-0.07200320810079575,
0.043479640036821365,
-0.023024896159768105,
-0.05237333104014397,
-0.018480708822607994,
-0.06000956892967224,
0.00446271151304245,
-0.061381880193948746,
0.03166578710079193,
0.035502947866916656,
-0.06622233241796494,
0.05702482908964157,
-0.010804052464663982,
0.03921347111463547,
0.05807604640722275,
-0.039716653525829315,
-0.05487198382616043,
-0.04444143548607826,
-0.10162406414747238,
-0.046480175107717514,
0.05559208616614342,
0.03695590794086456,
-0.05669444426894188,
0.040441662073135376,
-0.06268053501844406,
0.08930748701095581,
-0.061670783907175064,
-0.05288498476147652,
0.040555696934461594,
0.031730860471725464,
-0.09393367916345596,
0.05917861685156822,
-0.06993328779935837,
-0.07277874648571014,
0.07815194129943848,
0.08839000016450882,
0.058435142040252686,
-0.05633201450109482,
-0.02589397318661213,
-0.018374089151620865,
-0.03853066638112068,
0.02430526539683342,
-0.04012557864189148,
0.10747735947370529,
-0.05293465405702591,
-0.09407046437263489,
-0.08699855953454971,
-0.04337704926729202,
-0.03057887777686119,
-0.008549284189939499,
0.02464686520397663,
0.00717732822522521,
0.027312828227877617,
0.032097574323415756,
0.025277217850089073,
0.022582953795790672,
0.047385722398757935,
0.08038560301065445,
0.09127313643693924,
-0.09249335527420044,
-0.010004160925745964,
-0.03618413209915161,
-0.03704587370157242,
-0.015512666665017605,
0.03466236591339111,
-0.022467859089374542,
0.038488760590553284,
0.054817669093608856,
0.03856884315609932,
0.08630890399217606,
-0.0651029422879219,
0.057609155774116516,
-0.014830997213721275,
0.07420752942562103,
-0.032880861312150955,
0.0941808819770813,
0.03885458782315254,
0.0398092158138752,
-0.05021301284432411,
-0.0760941430926323,
-0.041662584990262985,
0.047268614172935486,
0.044453080743551254,
-0.04200729355216026,
-0.039533864706754684,
-0.038284651935100555,
-0.009393400512635708,
-0.05108547583222389,
-0.0085816765204072,
0.04677575081586838,
0.06812486797571182,
-0.021721092984080315,
-0.06096237525343895,
-0.04622184857726097,
0.05999735742807388,
-0.06096888333559036,
0.08056933432817459,
-0.021593621000647545,
0.060149747878313065,
-0.09799420833587646,
0.028807463124394417,
0.03784020245075226,
0.07518921047449112,
-0.06644031405448914,
-0.012449792586266994,
-0.07641398161649704,
-0.045550089329481125,
-0.07010391354560852,
-0.06517341732978821,
-0.03518193960189819,
0.03489154204726219,
0.04466785490512848,
-0.03809700161218643,
0.008264186792075634,
0.03180041164159775,
-0.06869637966156006,
-0.0794026106595993,
-0.041316092014312744,
0.03662556782364845,
-0.02337644435465336,
0.04981008917093277,
0.04171884059906006,
0.057899583131074905,
0.030276622623205185,
-0.02454684115946293,
0.03442056477069855,
0.039741650223731995,
0.056019410490989685,
-0.013796407729387283,
-0.038121990859508514,
0.07099201530218124,
-0.03550953418016434,
0.037316661328077316,
0.053584225475788116,
-0.06493037194013596,
-0.03647170960903168,
0.03568239510059357,
0.002122417790815234,
-0.023358440026640892,
0.03101528435945511,
0.08268022537231445,
-0.04155350849032402,
0.04582538455724716,
0.01397019624710083,
-0.009865652769804,
0.06144280731678009,
-0.050807543098926544,
-0.014156928285956383,
0.031206903979182243,
0.04265521466732025,
-0.05858073756098747,
-0.034889400005340576,
0.04254961013793945,
-0.05265836417675018,
-0.0382111631333828,
-0.04773138463497162,
-0.06810833513736725,
-0.02890007197856903,
-0.05428025498986244,
-0.02350294217467308,
0.03272099420428276,
0.050476137548685074,
-0.05564934387803078,
-0.05864349380135536,
-0.03591781482100487,
0.05228351056575775,
-0.04511353746056557,
0.05696152523159981,
-0.08365737646818161,
-0.002394166076555848,
0.03307835012674332,
-0.012235064059495926,
0.042438242584466934,
0.04989141970872879,
-0.02731393463909626,
-0.029227927327156067,
-0.056627705693244934,
-0.04221893846988678,
0.057206105440855026,
0.062114011496305466,
0.10315656661987305,
-0.08285283297300339,
0.06276685744524002,
0.002742126816883683,
-0.04923222213983536,
0.07834526896476746,
0.05899656563997269,
0.043085284531116486,
0.02788889780640602,
-0.03930506110191345,
-0.04490179568529129,
-0.0578276626765728,
-0.05962970480322838,
-0.048963453620672226,
0.043729476630687714,
0.03672301024198532,
-0.034940723329782486,
-0.061499450355768204,
-0.030495043843984604,
-0.017370067536830902,
0.07452856749296188,
-0.04517539590597153,
-0.03661675751209259,
0.0860586166381836,
0.009262840263545513,
0.029010748490691185,
0.06348569691181183,
0.013796351850032806,
-0.028624244034290314,
-0.013055210933089256,
0.06368310749530792,
-0.05571172758936882,
-0.07597064226865768,
-0.04461421072483063,
-0.06537646055221558,
0.03830231726169586,
-0.026530474424362183,
0.08763984590768814,
0.03159390389919281,
0.00814979337155819,
0.052349064499139786,
-0.041005514562129974,
0.038615431636571884,
-0.004059979692101479,
-0.031459081918001175,
0.051708485931158066,
0.06999178230762482,
-0.028768157586455345,
0.031821735203266144,
0.009441912174224854,
0.014330227859318256,
0.05309762433171272,
0.03400295227766037,
0.06677865236997604,
0.03639976680278778,
-0.04773498326539993,
-0.008774162270128727,
0.04377562925219536,
0.07094282656908035,
-0.009897882118821144,
0.06553015857934952,
-0.11331048607826233,
-0.042852554470300674,
-0.018808990716934204,
-0.05547897890210152,
0.0112454853951931,
-0.08988712728023529,
0.01169301476329565,
0.07506486773490906,
-0.08801066130399704,
-0.028730163350701332,
0.048160482197999954,
0.01653176359832287,
0.0258746687322855,
-0.03447239100933075,
-0.02671479433774948,
0.07521221041679382,
-0.062327589839696884,
-0.033597785979509354,
-0.036588963121175766,
0.0664568841457367,
-0.08046061545610428,
-0.07170721888542175,
0.0260197501629591,
0.055716373026371,
-0.08321557193994522,
0.05592871829867363,
-0.023140927776694298,
-0.045714981853961945,
0.09271308779716492,
-0.014777322299778461,
-0.06313968449831009,
0.024374105036258698,
0.08374578505754471,
-0.078719861805439,
0.03338254615664482,
0.032034505158662796,
-0.058763664215803146,
0.07684458047151566,
-0.06127917021512985,
-0.022977003827691078,
0.06899558007717133,
0.06166766956448555,
-0.052510816603899,
-0.05598119646310806,
0.052551016211509705,
0.02865217998623848,
0.00683249905705452,
0.05069032311439514,
-0.023439057171344757,
-0.0061569963581860065,
0.030519351363182068,
-0.02617476135492325,
0.06834188848733902,
0.08806725591421127,
-0.03377751633524895,
0.011493310332298279,
-0.034840863198041916,
-0.08355224132537842,
-0.08028142899274826,
0.020280450582504272,
-0.03236173465847969,
-0.060123562812805176,
0.030193835496902466,
0.06161326542496681,
-0.0009363898425363004,
0.05385236814618111
] |
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
# Jens Bontinck
No items found.
Jens Bontinck is the Head of Delivery & Advice at ML6, leading a team of 70 AI
and Data experts in creating top-quality AI solutions and providing guidance.
With a strong background in technology and AI strategy, he is a highly
knowledgeable and passionate tech leader. Jens regularly shares his insights
as a guest lecturer at esteemed institutions like Vlerick Business School and
UGent, and through his blog. He challenges the status quo and shares his
honest thoughts on the current and future evolutions of AI. | scraping/output/4463436619648346933.txt | [
0.01584617979824543,
-0.0016541396034881473,
-0.10948097705841064,
-0.026273123919963837,
0.0373455211520195,
-0.04081214964389801,
-0.0057634394615888596,
0.0561944916844368,
0.0646694228053093,
-0.010965747758746147,
0.004647607449442148,
0.04524886980652809,
0.04904244840145111,
-0.06985791027545929,
-0.0015157139860093594,
0.04316383972764015,
0.08156101405620575,
-0.06033867225050926,
-0.04621322825551033,
-0.051991578191518784,
-0.019375119358301163,
0.017943620681762695,
-0.05564676970243454,
0.04574227333068848,
0.06567838042974472,
0.03141520172357559,
-0.05373743176460266,
0.008209265768527985,
0.017040695995092392,
-0.032561395317316055,
0.014758042059838772,
-0.034334611147642136,
0.02168833650648594,
-0.07539388537406921,
0.03875676542520523,
0.0242632869631052,
-0.026271648705005646,
0.0043079727329313755,
0.06361701339483261,
-0.035670313984155655,
0.0365883894264698,
0.05518501624464989,
0.04183679074048996,
0.008104968816041946,
0.048111483454704285,
0.0676722377538681,
-0.011553381569683552,
0.026867158710956573,
-0.042173080146312714,
-0.04272682964801788,
-0.02688942849636078,
0.08999362587928772,
0.03846732899546623,
0.03043186478316784,
0.02812669612467289,
-0.05257098749279976,
-0.05807778984308243,
-0.08420487493276596,
-0.037449248135089874,
0.02972354367375374,
0.05534255504608154,
-0.04966377839446068,
-0.011503140442073345,
0.07357582449913025,
0.07605569064617157,
0.015822064131498337,
0.004986694548279047,
0.04271835833787918,
-0.08972672373056412,
-0.05549303814768791,
-0.04706413671374321,
0.1008419618010521,
-0.013734127394855022,
-0.08032707124948502,
0.004325004294514656,
0.045217763632535934,
-0.03477461263537407,
-0.020686017349362373,
0.028999580070376396,
0.006994927767664194,
-0.08486308157444,
-0.007296143565326929,
-0.031027350574731827,
0.0005708749522455037,
-0.07459881156682968,
0.06631486862897873,
0.04181987792253494,
-0.05830114707350731,
0.07086700201034546,
-0.01722891442477703,
0.0693996325135231,
0.03365392982959747,
-0.03940492495894432,
-0.04403100162744522,
-0.06720059365034103,
-0.090194933116436,
-0.022573357447981834,
0.05760473385453224,
0.027622360736131668,
-0.05950929597020149,
0.0012188832042738795,
-0.03683004155755043,
0.12193908542394638,
-0.033271368592977524,
-0.09255783259868622,
0.043814338743686676,
0.03662794828414917,
-0.05644747242331505,
0.05990469455718994,
-0.07133316993713379,
-0.042655497789382935,
0.08006491512060165,
0.07827378064393997,
0.045116063207387924,
-0.10976193100214005,
-0.017246346920728683,
-0.02562931925058365,
-0.03514616936445236,
0.02661225013434887,
-0.038640350103378296,
0.07285995036363602,
-0.08692990988492966,
-0.07813072949647903,
-0.061947330832481384,
-0.08760679513216019,
-0.06776128709316254,
-0.0022133896127343178,
0.04214085265994072,
0.037086982280015945,
-0.0037181193474680185,
0.05854226276278496,
0.043334219604730606,
0.000683475926052779,
0.033273760229349136,
0.06892695277929306,
0.07730617374181747,
-0.0569922998547554,
0.0053772213868796825,
-0.00820719264447689,
-0.03125299513339996,
-0.037924204021692276,
0.01863642781972885,
-0.03222506120800972,
0.02443932741880417,
0.04825820028781891,
0.043676771223545074,
0.09546935558319092,
-0.05822552740573883,
0.08438876271247864,
-0.02369535341858864,
0.05452388525009155,
-0.03750869259238243,
0.06838740408420563,
0.031183786690235138,
0.044813014566898346,
-0.07838665693998337,
-0.07510175555944443,
-0.06401966512203217,
0.06284748017787933,
0.03984304517507553,
0.0062081413343548775,
-0.07277611643075943,
-0.0572906993329525,
0.005836130119860172,
-0.030523722991347313,
-0.012084339745342731,
0.038664311170578,
0.08383556455373764,
-0.025966234505176544,
-0.02152680791914463,
-0.028218800202012062,
0.0336945578455925,
-0.06374020129442215,
0.062021832913160324,
-0.03906998410820961,
0.06601046770811081,
-0.07611247897148132,
0.03271770104765892,
0.03130831569433212,
0.10143216699361801,
-0.07823362201452255,
-0.02930939570069313,
-0.08465055376291275,
-0.05800867825746536,
-0.07479766011238098,
-0.052770454436540604,
-0.02068936638534069,
0.03879532217979431,
-0.03520028293132782,
-0.01869073510169983,
0.0483410581946373,
0.013034060597419739,
-0.08494069427251816,
-0.06160810589790344,
-0.0439644381403923,
0.06647253036499023,
-0.07588772475719452,
0.028336528688669205,
0.044436872005462646,
0.06363344192504883,
0.0025514194276183844,
-0.05447124317288399,
0.012948607094585896,
0.047919996082782745,
0.062443044036626816,
0.0021191046107560396,
-0.043932776898145676,
0.06820979714393616,
-0.040542226284742355,
0.01750081218779087,
0.07541292160749435,
-0.08538497984409332,
-0.04570069909095764,
0.028919901698827744,
0.003227779408916831,
-0.02731936052441597,
0.0033684035297483206,
0.08909457176923752,
-0.024319399148225784,
0.0213302168995142,
0.04015430063009262,
0.007335644215345383,
0.06395772099494934,
-0.03873300179839134,
-0.04508787766098976,
0.031105365604162216,
0.05902634933590889,
-0.07316263020038605,
-0.02663077972829342,
0.03533414751291275,
-0.0456571951508522,
-0.040560927242040634,
-0.05652189999818802,
-0.050914183259010315,
-0.012273834086954594,
-0.04743111878633499,
0.0009336972143501043,
0.03980410844087601,
0.038771338760852814,
-0.05585058033466339,
-0.06700003892183304,
-0.03692140802741051,
0.04265519231557846,
-0.015836037695407867,
0.07249318808317184,
-0.06537797302007675,
-0.03908070921897888,
0.041309043765068054,
-0.01198006235063076,
0.04988369345664978,
0.03573592007160187,
-0.07043176144361496,
-0.018925296142697334,
-0.04032329097390175,
-0.029271094128489494,
0.06433090567588806,
0.03347297012805939,
0.10610171407461166,
-0.09465765208005905,
0.05056712031364441,
0.009629972279071808,
-0.024920418858528137,
0.06538324803113937,
0.035933636128902435,
0.034821767359972,
0.014599696733057499,
-0.024113602936267853,
-0.01807278022170067,
-0.0574675016105175,
-0.03269147500395775,
-0.08368852734565735,
0.013635136187076569,
0.04025992006063461,
-0.06913190335035324,
-0.03225059062242508,
-0.06137193739414215,
-0.02522878348827362,
0.06342899054288864,
-0.024358663707971573,
-0.0172411035746336,
0.07529516518115997,
-0.0038620722480118275,
-0.008160247467458248,
0.10287204384803772,
0.016288720071315765,
-0.033764928579330444,
-0.020787078887224197,
0.11941421031951904,
-0.02490541897714138,
-0.05240694433450699,
-0.04519790783524513,
-0.049208253622055054,
0.06833657622337341,
0.001203811727464199,
0.07928608357906342,
0.013414422050118446,
-0.020678553730249405,
0.04872610792517662,
-0.04895138368010521,
0.053712718188762665,
-0.025226851925253868,
-0.04413522407412529,
0.037398625165224075,
0.03509671613574028,
-0.05093611776828766,
0.03261854127049446,
0.011020851321518421,
0.04044688493013382,
0.03799840807914734,
0.044385142624378204,
0.041235342621803284,
0.03896830230951309,
-0.05599213391542435,
-0.0546807199716568,
0.07750628143548965,
0.07890599966049194,
-0.026779189705848694,
0.04103754460811615,
-0.08636780083179474,
-0.01575668901205063,
-0.06896379590034485,
-0.07235046476125717,
-0.02555370144546032,
-0.1070980653166771,
0.052997466176748276,
0.08955271542072296,
-0.09798047691583633,
-0.005363658536225557,
0.04470314085483551,
-0.004648279398679733,
0.006745010148733854,
-0.02196367084980011,
-0.04082057625055313,
0.09439300745725632,
-0.05991841480135918,
-0.03479012846946716,
-0.012385495938360691,
0.07356847077608109,
-0.04113855957984924,
-0.05381985381245613,
0.01149082276970148,
0.03476542606949806,
-0.05781172215938568,
0.04563802480697632,
-0.013794787228107452,
-0.04593374580144882,
0.0639425665140152,
-0.017742296680808067,
-0.09081637859344482,
0.009688292630016804,
0.0729718804359436,
-0.06722744554281235,
0.010671820491552353,
0.013817926868796349,
-0.02162366919219494,
0.051131539046764374,
-0.06464220583438873,
-0.010955017991364002,
0.07375887036323547,
0.05843551084399223,
-0.05227753147482872,
-0.05335500091314316,
0.0643877163529396,
0.021448707208037376,
0.014248671010136604,
0.0420168861746788,
-0.004610550124198198,
0.03125801309943199,
0.023345552384853363,
0.015005514957010746,
0.08367271721363068,
0.04398652911186218,
0.0009327534935437143,
-0.008677118457853794,
-0.007002288941293955,
-0.07140280306339264,
-0.09633620828390121,
-0.005235026124864817,
-0.01793636940419674,
-0.04856141656637192,
0.013252722099423409,
0.05841148644685745,
0.04697870835661888,
0.0370219387114048
] |
Jens kickstarted his career as a developer at RealDolmen, after he graduated
from Ghent University as Master of Science in Information Engineering
Technology. Over time he built experience on a functional and strategic level
and focused on Digital Strategy at LoQutus. Having a clear understanding of
both the technical and strategic domain, Jens is able to deliver innovative
and competitive insights on a day-to-day basis.
You can follow Jens’ latests thoughts via jensbontinck.be
Visit my LinkedIn profile
Our know-how
## Related posts
Placeholder tag
Benefit your AI investments with this paradigm shift
In this article we explain why the time for AI investments is now. We share
our strategic framework to use AI in business transformation, aiming to
maximise your AI investments.
February 13, 2024
By
Jens Bontinck
Placeholder tag
How you can think about the future of LLMs
The magical world of ChatGPT, troves of information, and levels of automation.
August 10, 2023 | scraping/output/4463436619648346933.txt | [
-0.004463191144168377,
-0.039245665073394775,
-0.055075760930776596,
-0.031370099633932114,
0.031452931463718414,
-0.06683042645454407,
0.03882672265172005,
0.08980612456798553,
0.060803983360528946,
-0.025000857189297676,
0.032699208706617355,
0.04615858197212219,
0.01580173149704933,
-0.06729459017515182,
-0.016246942803263664,
0.04972587153315544,
0.04367712885141373,
-0.05695979297161102,
-0.03998837620019913,
-0.04362103343009949,
-0.015097684226930141,
0.03542812913656235,
-0.044288843870162964,
0.04898775368928909,
0.04736508056521416,
0.06693986058235168,
-0.06355653703212738,
0.008642815984785557,
0.03336509317159653,
-0.053660374134778976,
-0.01158811803907156,
-0.05639268085360527,
0.004073391668498516,
-0.09019651263952255,
0.06406750530004501,
0.013180091977119446,
-0.040241681039333344,
-0.0012324663111940026,
0.04701090231537819,
-0.07426054775714874,
0.010864872485399246,
0.05903829634189606,
0.03506261482834816,
0.05867036432027817,
0.047924138605594635,
0.05766066908836365,
-0.029901785776019096,
0.027530424296855927,
-0.047797732055187225,
-0.035524893552064896,
-0.052816350013017654,
0.10053715854883194,
-0.005061725620180368,
0.07946769893169403,
0.05731450766324997,
-0.05436087027192116,
-0.0421307198703289,
-0.10641699284315109,
-0.04776669293642044,
0.02296636626124382,
0.07154075801372528,
-0.04625646397471428,
-0.018506621941924095,
0.04220869392156601,
0.07765713334083557,
0.07178421318531036,
-0.029006144031882286,
0.01628830097615719,
-0.10163161903619766,
-0.07250592857599258,
-0.05318595468997955,
0.08891361206769943,
0.022230541333556175,
-0.02763684280216694,
-0.0015740557573735714,
0.06569693237543106,
-0.0017526550218462944,
-0.04464573785662651,
0.018817627802491188,
-0.00045458527165465057,
-0.05989416688680649,
-0.019042696803808212,
0.01522767636924982,
0.006064298562705517,
-0.07728631049394608,
0.06524365395307541,
0.024005016312003136,
-0.08497153967618942,
0.07437484711408615,
-0.03588436171412468,
0.04291125014424324,
0.05308244004845619,
-0.061221834272146225,
-0.03924459591507912,
-0.029206091538071632,
-0.10567083954811096,
-0.004194510634988546,
0.07491577416658401,
-0.0006052698590792716,
-0.052050117403268814,
0.07695898413658142,
-0.06582555919885635,
0.07524953037500381,
-0.05801820009946823,
-0.05149896442890167,
0.025560924783349037,
0.03645431622862816,
-0.058487579226493835,
0.03405581787228584,
-0.08418384939432144,
-0.07731457054615021,
0.06563074886798859,
0.11563753336668015,
0.04394368454813957,
-0.07736165821552277,
-0.050427261739969254,
-0.033761583268642426,
-0.04934202507138252,
0.02845952846109867,
-0.036890558898448944,
0.0974959135055542,
-0.06052570417523384,
-0.07154527306556702,
-0.07000317424535751,
-0.05978362262248993,
-0.017087318003177643,
-0.03369808569550514,
0.0312514454126358,
0.058604802936315536,
-0.006129879038780928,
0.035372715443372726,
0.028558172285556793,
0.01983807608485222,
0.06665264815092087,
0.056931134313344955,
0.0897168442606926,
-0.07785924524068832,
-0.01086947601288557,
-0.005655302200466394,
-0.0281564649194479,
-0.005111853592097759,
0.020085712894797325,
-0.024268414825201035,
0.031074220314621925,
0.04894326999783516,
0.06104077026247978,
0.06255641579627991,
-0.055158909410238266,
0.07497919350862503,
-0.014814231544733047,
0.05791784077882767,
-0.03219230845570564,
0.04457797482609749,
0.01654048264026642,
0.04401983320713043,
-0.06639111042022705,
-0.030002547428011894,
-0.02793341688811779,
0.06581663340330124,
0.037625350058078766,
-0.042487017810344696,
-0.05329388380050659,
-0.035638608038425446,
0.007340429350733757,
-0.02712501771748066,
0.001177007332444191,
0.039177101105451584,
0.05023511126637459,
-0.04933319613337517,
-0.02741658315062523,
-0.05649629980325699,
0.07134343683719635,
-0.045196451246738434,
0.06720826029777527,
-0.047474104911088943,
0.06121351942420006,
-0.08732913434505463,
0.04137301445007324,
0.03715268895030022,
0.053997356444597244,
-0.07000650465488434,
-0.023464826866984367,
-0.07727494090795517,
-0.06897580623626709,
-0.04442686587572098,
-0.053828321397304535,
-0.07956791669130325,
0.04700104892253876,
0.011486954987049103,
-0.039618588984012604,
0.016620108857750893,
0.014544534496963024,
-0.06298864632844925,
-0.0731021985411644,
-0.03050445392727852,
0.07914717495441437,
-0.03862585127353668,
0.06515112519264221,
0.019693635404109955,
0.05121192708611488,
-0.03894779831171036,
-0.012084856629371643,
0.002168531296774745,
0.028414491564035416,
0.0696885734796524,
0.017328185960650444,
-0.032255515456199646,
0.046911463141441345,
-0.03998271003365517,
0.015373693779110909,
0.05804041773080826,
-0.0530228391289711,
-0.05169917643070221,
0.035516392439603806,
-0.004279249347746372,
-0.04140442982316017,
0.015374235808849335,
0.08383762836456299,
-0.02584461122751236,
0.0461171492934227,
0.053536269813776016,
-0.016219979152083397,
0.047120317816734314,
-0.05593668669462204,
-0.018694588914513588,
0.03557131439447403,
0.05926831066608429,
-0.06409630924463272,
-0.05857891961932182,
0.04969864711165428,
-0.043961260467767715,
-0.013913538306951523,
-0.07612783461809158,
-0.03688596561551094,
-0.005071140825748444,
-0.06635590642690659,
0.020870326086878777,
0.0697256326675415,
0.05042113736271858,
-0.06802481412887573,
-0.04579734057188034,
-0.053761500865221024,
0.02482098527252674,
-0.05481066182255745,
0.06559239327907562,
-0.021300170570611954,
-0.003781667910516262,
0.012674861587584019,
-0.007959140464663506,
0.04241127148270607,
0.050509195774793625,
-0.052221495658159256,
-0.0381915420293808,
-0.022224001586437225,
-0.039848487824201584,
0.06770993024110794,
0.0343053825199604,
0.08723174035549164,
-0.08592215180397034,
-0.013142804615199566,
0.008092896081507206,
-0.013157358393073082,
0.06156117841601372,
0.02906123921275139,
0.034604400396347046,
0.004899149294942617,
-0.038118500262498856,
-0.024686476215720177,
-0.05124519392848015,
-0.038792237639427185,
-0.06521772593259811,
0.011997758410871029,
-0.006760980933904648,
-0.027180209755897522,
-0.03535520285367966,
-0.06748277693986893,
-0.022522058337926865,
0.04286860302090645,
-0.027119794860482216,
-0.054801732301712036,
0.116944320499897,
0.04227305203676224,
0.042422983795404434,
0.07246915996074677,
0.023011067882180214,
-0.026947466656565666,
-0.05180302634835243,
0.08081365376710892,
-0.02556261233985424,
-0.08972106873989105,
-0.022839035838842392,
-0.05647306516766548,
0.07347748428583145,
-0.007514572702348232,
0.10117407888174057,
0.006304896902292967,
0.00908853579312563,
0.056536752730607986,
-0.08279947936534882,
0.061201129108667374,
-0.006380249280482531,
-0.032323550432920456,
0.04728668928146362,
0.0483795590698719,
-0.06110074371099472,
0.04281393438577652,
0.027630414813756943,
0.004323001019656658,
0.051164496690034866,
0.025805823504924774,
0.08059755712747574,
0.03205448016524315,
-0.04646197333931923,
-0.03932435065507889,
0.06369692087173462,
0.07505857944488525,
-0.032903872430324554,
0.050412923097610474,
-0.07156015932559967,
-0.03224014490842819,
-0.056468766182661057,
-0.06646180152893066,
0.016237257048487663,
-0.09444466978311539,
0.03150244057178497,
0.11171761900186539,
-0.07855533808469772,
-0.012327945791184902,
0.043347977101802826,
-0.003644944168627262,
-0.012147590517997742,
-0.03769209608435631,
-0.025310015305876732,
0.07748813927173615,
-0.06754593551158905,
-0.03091638721525669,
0.012737404555082321,
0.07387246191501617,
-0.04699375107884407,
-0.07272937893867493,
0.03472542762756348,
0.020799687132239342,
-0.07017076760530472,
0.03886238485574722,
-0.024686027318239212,
-0.052505072206258774,
0.02475648932158947,
-0.00985480286180973,
-0.09535928070545197,
0.019372286275029182,
0.07764507085084915,
-0.06672795116901398,
0.0568636879324913,
0.034002404659986496,
-0.023550760000944138,
0.041675373911857605,
-0.04259045422077179,
-0.05082746967673302,
0.08604229241609573,
0.06848002225160599,
-0.020646080374717712,
-0.024563603103160858,
0.06597839295864105,
0.04390520229935646,
0.026609547436237335,
0.060023460537195206,
-0.043876443058252335,
0.02066793292760849,
0.03876574710011482,
-0.017303334549069405,
0.06439622491598129,
0.05645393952727318,
-0.024524135515093803,
0.007215407211333513,
-0.01645948924124241,
-0.06810467690229416,
-0.07008541375398636,
0.0011280447943136096,
-0.06188148632645607,
-0.05555112287402153,
0.03529491648077965,
0.09812851250171661,
0.021997418254613876,
0.04141267016530037
] |
February 13, 2024
By
Jens Bontinck
Placeholder tag
How you can think about the future of LLMs
The magical world of ChatGPT, troves of information, and levels of automation.
August 10, 2023
By
Jens Bontinck
Placeholder tag
Reflexion is all you need?
Jens Bontinck shares his view on a recent technique called Reflexion
April 13, 2023
By
Jens Bontinck
Placeholder tag
Unpacking AutoGPT: A Critical Analysis of the Autonomous Anatomy by Jens
Jens Bontinck, Head of Delivery & Advice, shares his view on the status quo of
AutoGPT. In this blogpost, you will not learn how to run it, nor will I go
into details of the technical solution. Therefore, if you are a product owner,
a functional analist, or a commercial enthousiast, this should be right up
your alley. Happy to read your feedback!
April 18, 2023
By
Jens Bontinck
Generative AI
Placeholder tag
Is your enterprise architecture team slowing down innovation? | scraping/output/4463436619648346933.txt | [
0.03399469703435898,
-0.0376330204308033,
-0.07196430116891861,
-0.03085250034928322,
0.039752475917339325,
-0.0365322008728981,
0.023568464443087578,
0.07939276844263077,
0.048653457313776016,
-0.021223094314336777,
0.013219908811151981,
0.06146979331970215,
0.03985554352402687,
-0.0663658082485199,
-0.013243824243545532,
0.07042645663022995,
0.07339311391115189,
-0.052128516137599945,
-0.051883161067962646,
-0.037437744438648224,
0.007931936532258987,
0.01914754882454872,
-0.04255041852593422,
0.042694441974163055,
0.0899130329489708,
0.07251369953155518,
-0.09407974034547806,
-0.006537789478898048,
0.02842496521770954,
-0.058011744171381,
-0.036673784255981445,
-0.0552804097533226,
0.009165089577436447,
-0.0630287155508995,
0.05919947475194931,
0.003920602146536112,
-0.0625874325633049,
-0.02959728240966797,
0.053109925240278244,
-0.05494057759642601,
0.006420410703867674,
0.044379547238349915,
0.042138177901506424,
0.06304259598255157,
0.06073054298758507,
0.04414984583854675,
-0.024792565032839775,
0.009357009083032608,
-0.0437048114836216,
-0.006078746635466814,
-0.07808621227741241,
0.06873089075088501,
0.022108091041445732,
0.0258902907371521,
0.05761994048953056,
-0.06434974074363708,
-0.06721053272485733,
-0.09649736434221268,
-0.05835961177945137,
0.03672764077782631,
0.07941018790006638,
-0.06579827517271042,
-0.027833925560116768,
0.05349739268422127,
0.09429565817117691,
0.06328898668289185,
-0.011712907813489437,
0.02869643270969391,
-0.0771927759051323,
-0.05138621851801872,
-0.040576737374067307,
0.08900759369134903,
0.0074278563261032104,
-0.04112608730792999,
0.04914860799908638,
0.057017963379621506,
-0.010025432333350182,
-0.030868778005242348,
0.011767442338168621,
-0.011936729773879051,
-0.0644054189324379,
-0.023753775283694267,
0.023032603785395622,
0.018246790394186974,
-0.08696456253528595,
0.03873717784881592,
0.0698217824101448,
-0.06658067554235458,
0.041315313428640366,
-0.03526979684829712,
0.051071371883153915,
0.06908681243658066,
-0.06575726717710495,
-0.048163991421461105,
-0.03410346433520317,
-0.11327968537807465,
-0.019321629777550697,
0.06601226329803467,
0.05996980518102646,
-0.028399093076586723,
0.062212780117988586,
-0.04676787555217743,
0.08166753500699997,
-0.07330700755119324,
-0.062463074922561646,
0.011651976965367794,
0.04450789839029312,
-0.07772865891456604,
0.03355082497000694,
-0.06394732743501663,
-0.054832298308610916,
0.08095117658376694,
0.098471999168396,
0.03687978908419609,
-0.05824172869324684,
-0.04649481549859047,
-0.021765893325209618,
-0.047530099749565125,
0.01801787130534649,
-0.016415825113654137,
0.08695434778928757,
-0.05367449298501015,
-0.062170546501874924,
-0.09383457899093628,
-0.05629163980484009,
-0.03706143796443939,
-0.006827064324170351,
0.0324372723698616,
0.03627798333764076,
0.006907283328473568,
0.03516571223735809,
0.03952787443995476,
0.04137266427278519,
0.06103565916419029,
0.07011761516332626,
0.06609074026346207,
-0.07892268151044846,
0.01166148204356432,
-0.017244121059775352,
-0.013957688584923744,
-0.03963644057512283,
0.03191615641117096,
-0.019022025167942047,
0.037558432668447495,
0.05382654443383217,
0.052678368985652924,
0.06511615961790085,
-0.05964578688144684,
0.10049929469823837,
-0.010977890342473984,
0.06319854408502579,
-0.024650894105434418,
0.050050146877765656,
-0.01768784411251545,
0.0207699965685606,
-0.061334215104579926,
-0.035580918192863464,
-0.03159910440444946,
0.04176584258675575,
0.05241075158119202,
-0.033555321395397186,
-0.06436574459075928,
-0.053579043596982956,
0.022683193907141685,
-0.015442468225955963,
0.03261644020676613,
-0.00566041748970747,
0.06802069395780563,
-0.03159628435969353,
-0.016132021322846413,
-0.08370953798294067,
0.0898410975933075,
-0.030037205666303635,
0.06176827847957611,
-0.024687081575393677,
0.03656728193163872,
-0.057597566395998,
0.031201988458633423,
0.033392831683158875,
0.041475776582956314,
-0.04996555298566818,
-0.02046770043671131,
-0.0823536217212677,
-0.04771830141544342,
-0.07578767836093903,
-0.04486122727394104,
-0.03696471080183983,
0.024451911449432373,
-0.004225774668157101,
-0.02383405528962612,
0.02092733420431614,
0.016979504376649857,
-0.08412809669971466,
-0.05336155742406845,
-0.019466103985905647,
0.056338969618082047,
-0.05610593035817146,
0.05412876978516579,
0.03791343420743942,
0.04504098370671272,
-0.03499481827020645,
-0.03793323412537575,
-0.0014349835691973567,
0.032093990594148636,
0.11238610744476318,
0.03630141168832779,
-0.022104430943727493,
0.049864742904901505,
-0.04661466181278229,
0.005885592661798,
0.059153709560632706,
-0.04831737279891968,
-0.0545620396733284,
0.04558735713362694,
-0.037326522171497345,
-0.034662824124097824,
0.0032837798353284597,
0.09451770037412643,
-0.010998276062309742,
0.06008974835276604,
0.05085250362753868,
-0.024675682187080383,
0.04950021579861641,
-0.06701406091451645,
-0.04073534905910492,
0.03941039741039276,
0.05649789795279503,
-0.04563372582197189,
-0.036642156541347504,
0.050551608204841614,
-0.057527247816324234,
-0.008907072246074677,
-0.09224600344896317,
-0.04119915887713432,
-0.032582689076662064,
-0.07797091454267502,
-0.0358484722673893,
0.053657811135053635,
0.064754419028759,
-0.06627411395311356,
-0.05765596404671669,
-0.03788335621356964,
0.022687062621116638,
-0.022356197237968445,
0.053078293800354004,
-0.058312878012657166,
-0.01061257068067789,
0.03585822507739067,
-0.020753197371959686,
0.04978672042489052,
0.051362715661525726,
-0.05313120782375336,
-0.03219577670097351,
-0.02222389169037342,
-0.02821207046508789,
0.07852015644311905,
0.039784789085388184,
0.06007814407348633,
-0.08021300286054611,
0.028170356526970863,
0.04003693163394928,
-0.028313878923654556,
0.0527549684047699,
0.040448177605867386,
0.062433790415525436,
0.0025528466794639826,
-0.016164179891347885,
-0.012184904888272285,
-0.04025403782725334,
-0.06439103931188583,
-0.06210866943001747,
0.04925276339054108,
-0.0034580149222165346,
-0.03432568535208702,
-0.06728827208280563,
-0.0531214140355587,
0.002860015258193016,
0.06950747221708298,
-0.03129049763083458,
-0.023233283311128616,
0.0922708511352539,
0.036043666303157806,
0.03140898421406746,
0.06544047594070435,
0.026725443080067635,
-0.04500633105635643,
-0.05797840282320976,
0.06300406903028488,
-0.04852687940001488,
-0.06540675461292267,
-0.01946732960641384,
-0.030453043058514595,
0.05213496461510658,
0.0007585777202621102,
0.09750010073184967,
0.018091687932610512,
-0.0026924319099634886,
0.04318198561668396,
-0.07193287461996078,
0.022759469226002693,
0.006153928581625223,
-0.05772542208433151,
0.03276805579662323,
0.045216795057058334,
-0.05352064594626427,
0.03936387971043587,
0.019950563088059425,
0.05536900833249092,
0.0243401937186718,
0.02440691739320755,
0.07280181348323822,
0.03951036185026169,
-0.0565117783844471,
-0.04148348420858383,
0.07745101302862167,
0.05043606460094452,
-0.03607024624943733,
0.06608951836824417,
-0.06951498985290527,
-0.03711303323507309,
-0.040797650814056396,
-0.08420269936323166,
-0.011524788103997707,
-0.10681795328855515,
0.015180673450231552,
0.08459331095218658,
-0.0950058102607727,
0.0033135823905467987,
0.03707125782966614,
-0.009329494088888168,
0.031105954200029373,
-0.04930604621767998,
-0.031108181923627853,
0.0721127912402153,
-0.08926431834697723,
-0.0337340272963047,
0.011991082690656185,
0.05240187048912048,
-0.0634562224149704,
-0.06111099570989609,
0.06954886019229889,
-0.003484713612124324,
-0.06482648849487305,
0.02912922576069832,
-0.0349610261619091,
-0.043582018464803696,
0.04461308941245079,
-0.03457069769501686,
-0.1012299433350563,
0.016409296542406082,
0.06832095980644226,
-0.08316908031702042,
0.06474619358778,
0.04183083772659302,
-0.016659023240208626,
0.05756869539618492,
-0.03625727444887161,
-0.035077277570962906,
0.07625479251146317,
0.07657616585493088,
-0.018134530633687973,
-0.044285524636507034,
0.059706006199121475,
0.044797345995903015,
0.026691894978284836,
0.05532493814826012,
-0.049230318516492844,
0.019025426357984543,
0.0265372171998024,
-0.04573137313127518,
0.06320933997631073,
0.06037488952279091,
-0.008462437428534031,
0.026886945590376854,
-0.029775474220514297,
-0.05718375742435455,
-0.07955005764961243,
0.023893868550658226,
-0.08709421008825302,
-0.044952113181352615,
0.03384612873196602,
0.05941055342555046,
0.006889418698847294,
0.0359577015042305
] |
April 18, 2023
By
Jens Bontinck
Generative AI
Placeholder tag
Is your enterprise architecture team slowing down innovation?
With our Advisory services, we support multiple clients in speeding up the
adoption of AI and Advanced Analytics by giving concrete recommendations for
their data & cloud architecture and application landscape. In Koen's latest
blogpost, he explains our view on the modern enterprise team and shares five
tips and tricks on how to make the most of your data and organize for success.
March 2, 2021
By
Jens Bontinck
Strategic Advice
Placeholder tag
Data Mess? Or Data Mesh?
Data is the “fuel” for ML. Yet, in many projects, it is still challenging to
get the data right due to a lack of documentation, data quality issues,
missing historical data, scalability issues with data platforms and overall
lack of ownership.
February 16, 2021
By
Jens Bontinck
Large Language Model
Foundation Models
Corporate
People
Structured Data
Chat GPT
Sustainability | scraping/output/4463436619648346933.txt | [
0.014925084076821804,
-0.005675171036273241,
-0.06350152939558029,
-0.012930478900671005,
0.039866574108600616,
-0.05107539892196655,
0.04004776105284691,
0.06055246666073799,
0.02784440666437149,
-0.03262469545006752,
0.03561845049262047,
0.06525296717882156,
0.04117204621434212,
-0.05991997942328453,
0.0026690661907196045,
0.0632120743393898,
0.05155135691165924,
-0.03364463895559311,
-0.04563390463590622,
-0.04884595423936844,
0.004450913518667221,
0.023614050820469856,
-0.044462982565164566,
0.05811665207147598,
0.0649389699101448,
0.08799450844526291,
-0.07611037790775299,
-0.02397545799612999,
0.011917724274098873,
-0.03830290213227272,
-0.01037553884088993,
-0.03314710408449173,
0.041998233646154404,
-0.04802226647734642,
0.05000630021095276,
-0.0020884759724140167,
-0.056910671293735504,
-0.03414323180913925,
0.058898456394672394,
-0.06838575750589371,
-0.014291543513536453,
0.057666074484586716,
0.06050000712275505,
0.04993775859475136,
0.05340486764907837,
0.059676818549633026,
-0.015667058527469635,
0.01345289871096611,
-0.05190083757042885,
-0.029817495495080948,
-0.03957625478506088,
0.05136418715119362,
0.027750588953495026,
0.03676414117217064,
0.06436405330896378,
-0.06425818800926208,
-0.06357405334711075,
-0.07330924272537231,
-0.07277658581733704,
0.05643312633037567,
0.0531025230884552,
-0.08081557601690292,
0.010403224267065525,
0.018541567027568817,
0.08347417414188385,
0.06723897159099579,
0.0027802223339676857,
0.025059202685952187,
-0.08644144982099533,
-0.0658411979675293,
-0.034256696701049805,
0.06768126040697098,
-0.0023054182529449463,
-0.05898623913526535,
0.018896644935011864,
0.03234200179576874,
0.0011883220868185163,
-0.0742042064666748,
0.015133831650018692,
0.006074246950447559,
-0.08791869878768921,
-0.013995488174259663,
-0.006972508039325476,
0.0012519197771325707,
-0.07410111278295517,
0.04978881776332855,
0.09503579139709473,
-0.0822666734457016,
0.043336015194654465,
-0.03675523400306702,
0.03328016772866249,
0.07237463444471359,
-0.06387944519519806,
-0.059042684733867645,
-0.02966270036995411,
-0.10487840324640274,
-0.021829579025506973,
0.0958545058965683,
0.04767315834760666,
-0.023827966302633286,
0.06115966662764549,
-0.04506802558898926,
0.12454427778720856,
-0.07456441223621368,
-0.0507204644382,
0.013740758411586285,
0.05795278027653694,
-0.10478459298610687,
0.018254965543746948,
-0.0849664956331253,
-0.05705685168504715,
0.05806896835565567,
0.06639134883880615,
0.05180991441011429,
-0.036621108651161194,
-0.024855023249983788,
-0.0015060043660923839,
-0.05937984958291054,
0.001448747469112277,
-0.020039381459355354,
0.06955289840698242,
-0.06953790038824081,
-0.05399748682975769,
-0.0879160463809967,
-0.07559284567832947,
-0.024689627811312675,
-0.03733454644680023,
0.029904048889875412,
0.027892189100384712,
0.022442642599344254,
0.021907459944486618,
0.028279975056648254,
0.04399176314473152,
0.04595745727419853,
0.06830570101737976,
0.07850185036659241,
-0.09126931428909302,
-0.022045088931918144,
-0.01945008896291256,
-0.0041921501979231834,
-0.03359019756317139,
0.03372730314731598,
-0.008959991857409477,
0.03629264980554581,
0.05170293524861336,
0.029855264350771904,
0.06472455710172653,
-0.07006185501813889,
0.09680444002151489,
-0.011462890543043613,
0.058153845369815826,
-0.01464792713522911,
0.06162738427519798,
-0.017850959673523903,
0.022895516827702522,
-0.07032734155654907,
-0.045295074582099915,
-0.04928969591856003,
0.06167830899357796,
0.057987067848443985,
-0.017494304105639458,
-0.06350332498550415,
-0.055093914270401,
0.004774987697601318,
-0.011806047521531582,
0.03094201534986496,
0.03430373594164848,
0.06723598390817642,
-0.031001299619674683,
-0.045621179044246674,
-0.08823894709348679,
0.08849136531352997,
-0.07837490737438202,
0.06734853237867355,
-0.014376478269696236,
0.04691016301512718,
-0.06743967533111572,
0.05442264303565025,
0.04122873768210411,
0.037005484104156494,
-0.06334744393825531,
-0.012394733726978302,
-0.07335295528173447,
-0.049130868166685104,
-0.062387194484472275,
-0.028491610661149025,
-0.05700887739658356,
0.02496899664402008,
-0.0026516225188970566,
-0.029552483931183815,
0.04133664444088936,
0.03132069110870361,
-0.07029826939105988,
-0.039705850183963776,
-0.034148018807172775,
0.05654146522283554,
-0.051466818898916245,
0.05121926590800285,
0.03992374986410141,
0.03587958216667175,
-0.0034977225586771965,
-0.04672957956790924,
0.0035017605405300856,
0.032297533005476,
0.11036554723978043,
0.006515752989798784,
-0.028739068657159805,
0.05750058963894844,
-0.0723322331905365,
-0.012719502672553062,
0.05520420894026756,
-0.060471709817647934,
-0.047159045934677124,
0.062320005148649216,
-0.004773909226059914,
-0.04401766508817673,
-0.010716862976551056,
0.07872474193572998,
-0.04917832836508751,
0.049065347760915756,
0.032758262008428574,
-0.015041000209748745,
0.057636965066194534,
-0.06923065334558487,
-0.02644517831504345,
0.055209264159202576,
0.06363837420940399,
-0.062249667942523956,
-0.021001942455768585,
0.05649612843990326,
-0.06660371273756027,
-0.04623815417289734,
-0.0774766281247139,
-0.02753262408077717,
-0.04235411807894707,
-0.055437203496694565,
-0.03865336626768112,
0.07026249915361404,
0.0778626874089241,
-0.05817640200257301,
-0.05466502904891968,
-0.05319445580244064,
0.05061447247862816,
-0.03465590626001358,
0.07183822989463806,
-0.0591253787279129,
-0.019493035972118378,
0.032912708818912506,
-0.006671021692454815,
0.016160065308213234,
0.022291123867034912,
-0.04408919811248779,
-0.028779923915863037,
-0.04143693670630455,
-0.05454458296298981,
0.06721010059118271,
0.039927154779434204,
0.11253281682729721,
-0.04267106205224991,
0.08143305033445358,
0.045141711831092834,
-0.03414925932884216,
0.06361181288957596,
0.04730186611413956,
0.04233661666512489,
0.00015232297300826758,
-0.0033264446537941694,
-0.02197282761335373,
-0.02805633470416069,
-0.05154220387339592,
-0.06994517147541046,
0.043983716517686844,
0.008474756963551044,
-0.031117968261241913,
-0.0630640760064125,
-0.06289660930633545,
0.0031910587567836046,
0.09159509837627411,
-0.03913334757089615,
-0.024963892996311188,
0.07205602526664734,
0.04828030243515968,
0.031257785856723785,
0.06975476443767548,
0.018614817410707474,
-0.023414313793182373,
-0.040694594383239746,
0.08020304888486862,
-0.058521706610918045,
-0.068956658244133,
-0.03580881282687187,
-0.03947212174534798,
0.052236348390579224,
-0.008593028411269188,
0.08887192606925964,
0.04439122974872589,
0.009963278658688068,
0.028334297239780426,
-0.07709980010986328,
0.027769645676016808,
0.003981678280979395,
-0.04189863055944443,
0.040002014487981796,
0.06579247117042542,
-0.03907390311360359,
0.04952457547187805,
0.013658911921083927,
0.03304313123226166,
0.03277718648314476,
0.01818048022687435,
0.05218716338276863,
0.02453073300421238,
-0.050612784922122955,
-0.02458210662007332,
0.0501520000398159,
0.06870178133249283,
-0.03132045269012451,
0.02890404313802719,
-0.09765934944152832,
-0.04767940193414688,
-0.044794607907533646,
-0.08796493709087372,
-0.017366716638207436,
-0.05936858430504799,
0.025659210979938507,
0.06947755068540573,
-0.09539223462343216,
-0.009454215876758099,
0.026682645082473755,
-0.004541716072708368,
0.048633161932229996,
-0.0526859425008297,
-0.03916774317622185,
0.049596358090639114,
-0.094526506960392,
-0.03451380133628845,
0.026837341487407684,
0.055687420070171356,
-0.0689813643693924,
-0.05749504268169403,
0.05097343400120735,
0.019396787509322166,
-0.04667380452156067,
0.04382335767149925,
-0.017535898834466934,
-0.04701923951506615,
0.06242304667830467,
-0.033016104251146317,
-0.07673817127943039,
0.028416777029633522,
0.07038716971874237,
-0.07513835281133652,
0.052878059446811676,
0.024103853851556778,
-0.01813763566315174,
0.060119420289993286,
-0.014748996123671532,
-0.03075427934527397,
0.05562971159815788,
0.07474202662706375,
-0.02869771234691143,
-0.04399323835968971,
0.05539744347333908,
0.05851735547184944,
0.006717543583363295,
0.04390699043869972,
-0.055409904569387436,
0.023510916158556938,
0.013213207013905048,
-0.05323001742362976,
0.07480484992265701,
0.06575062870979309,
-0.017370261251926422,
0.019572025164961815,
-0.036308471113443375,
-0.07054749131202698,
-0.07476308196783066,
0.04043920338153839,
-0.06244848668575287,
-0.02692601829767227,
0.02762945368885994,
0.0440005287528038,
0.00959708821028471,
0.03907179832458496
] |
February 16, 2021
By
Jens Bontinck
Large Language Model
Foundation Models
Corporate
People
Structured Data
Chat GPT
Sustainability
Voice & Sound
Front-End Development
Data Protection & Security
Responsible/ Ethical AI
Infrastructure
Hardware & sensors
MLOps
Generative AI
Natural language processing
Computer vision
Accelerating businesses with AI technology & experts
Contact:
info@ml6.eu
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/4463436619648346933.txt | [
0.022035645321011543,
-0.01058183889836073,
-0.03987574204802513,
-0.029594454914331436,
0.04559703916311264,
-0.05944037809967995,
0.06904340535402298,
0.06853145360946655,
0.053542621433734894,
-0.02475898712873459,
0.03923698514699936,
0.029764357954263687,
0.03842140734195709,
-0.0565468929708004,
-0.015738071873784065,
0.055356819182634354,
0.034798674285411835,
-0.03857026994228363,
-0.039528440684080124,
-0.0729302391409874,
0.015394211746752262,
0.0075966897420585155,
-0.061577796936035156,
0.06757669150829315,
0.07023794203996658,
0.04924127459526062,
-0.07264430820941925,
-0.009436449967324734,
0.03690672293305397,
-0.019394664093852043,
-0.0037618696223944426,
-0.039030663669109344,
0.056196220219135284,
-0.08681176602840424,
0.033550605177879333,
-0.002650276757776737,
-0.02263331040740013,
-0.022998446598649025,
0.05271061882376671,
-0.09028783440589905,
-0.005751581396907568,
0.043580979108810425,
0.0191289521753788,
0.03369179740548134,
0.01809092052280903,
0.05130978301167488,
-0.03220836818218231,
0.03857685253024101,
-0.013070409186184406,
-0.03875309228897095,
-0.05149930715560913,
0.06672220677137375,
0.030363569036126137,
0.03263209015130997,
0.05837112292647362,
-0.0661521703004837,
-0.08261988312005997,
-0.06361542642116547,
-0.06034573167562485,
0.03689868003129959,
0.05585909262299538,
-0.07148433476686478,
-0.01989596150815487,
0.04883492738008499,
0.08698514103889465,
0.08263790607452393,
0.010480456985533237,
0.033880144357681274,
-0.08954747766256332,
-0.06476452946662903,
-0.04146621748805046,
0.08235254138708115,
0.014202353544533253,
-0.0727701485157013,
-0.01723591424524784,
0.03373170644044876,
-0.007053912617266178,
-0.06049378588795662,
0.012198276817798615,
-0.02798767387866974,
-0.05200626701116562,
-0.028023116290569305,
-0.05185132846236229,
0.0037560109049081802,
-0.07083038985729218,
0.06517630815505981,
0.04951993003487587,
-0.05800240486860275,
0.08058484643697739,
-0.043470632284879684,
0.044014740735292435,
0.06673076003789902,
-0.04858027398586273,
-0.06523804366588593,
-0.03338596969842911,
-0.08310479670763016,
-0.034225691109895706,
0.057550571858882904,
0.061043962836265564,
-0.06524674594402313,
0.04812394082546234,
-0.05239558219909668,
0.0918804407119751,
-0.0673038437962532,
-0.05496716499328613,
0.029331447556614876,
0.03186328336596489,
-0.09032074362039566,
0.042660560458898544,
-0.07725393027067184,
-0.06281161308288574,
0.07636401802301407,
0.07469687610864639,
0.05427860841155052,
-0.06322451680898666,
-0.03060024604201317,
-0.0226321779191494,
-0.028430238366127014,
0.0010652766795828938,
-0.036916740238666534,
0.10880955308675766,
-0.05057506263256073,
-0.09470031410455704,
-0.07822258770465851,
-0.04117654636502266,
-0.03066173568367958,
-0.01288880966603756,
0.040751028805971146,
-0.0055455854162573814,
0.0253215990960598,
0.0061448849737644196,
0.012931792065501213,
0.03078828565776348,
0.0671878531575203,
0.0961112380027771,
0.09033846110105515,
-0.09163983166217804,
-0.03370758891105652,
-0.05265215411782265,
-0.04977821186184883,
-0.019555173814296722,
0.0375850535929203,
-0.0077237230725586414,
0.03236629068851471,
0.04983784630894661,
0.03430430218577385,
0.08819212764501572,
-0.06265471130609512,
0.054653607308864594,
-0.007279799319803715,
0.08557581901550293,
-0.02162327617406845,
0.09609993547201157,
0.04610014706850052,
0.04236535727977753,
-0.0610654391348362,
-0.07225725799798965,
-0.06629464775323868,
0.036638304591178894,
0.05684547871351242,
-0.04678954929113388,
-0.0460372194647789,
-0.04463901370763779,
0.01689193770289421,
-0.0495029091835022,
0.008334959857165813,
0.05275408923625946,
0.06550245732069016,
-0.03310864418745041,
-0.07708357274532318,
-0.055909957736730576,
0.049227625131607056,
-0.06084097549319267,
0.07662546634674072,
-0.03642447665333748,
0.05166352912783623,
-0.07415175437927246,
0.049556102603673935,
0.027092918753623962,
0.07397368550300598,
-0.07405567169189453,
-0.014964057132601738,
-0.0671289712190628,
-0.05638347938656807,
-0.08281027525663376,
-0.05623014643788338,
-0.01807931810617447,
0.037291742861270905,
0.027427373453974724,
-0.04894278198480606,
0.012666112743318081,
0.03368706256151199,
-0.06420775502920151,
-0.0668296068906784,
-0.035905491560697556,
0.04994896054267883,
-0.025713998824357986,
0.04388177767395973,
0.04254865646362305,
0.05389377474784851,
0.006346532609313726,
-0.014927603304386139,
0.028451865538954735,
0.049992404878139496,
0.0745837390422821,
0.007539670914411545,
-0.042521581053733826,
0.06162897124886513,
-0.03344950079917908,
0.035784829407930374,
0.05815291032195091,
-0.04861687123775482,
-0.03207891061902046,
0.026290418580174446,
0.015147884376347065,
-0.02182629145681858,
0.046321310102939606,
0.07971686124801636,
-0.057145632803440094,
0.0643821731209755,
0.013972954824566841,
-0.01907041296362877,
0.06114399805665016,
-0.08700954914093018,
0.0029010018333792686,
0.037704210728406906,
0.08199214190244675,
-0.06493807584047318,
-0.034459058195352554,
0.031893640756607056,
-0.06115224212408066,
-0.04695405066013336,
-0.06425260007381439,
-0.06397950649261475,
-0.032403502613306046,
-0.051608119159936905,
-0.02072467841207981,
0.03671559691429138,
0.05838168412446976,
-0.04504438862204552,
-0.06835170835256577,
-0.06295524537563324,
0.039495281875133514,
-0.040152061730623245,
0.06713048368692398,
-0.05777589604258537,
0.0002686150837689638,
0.03912510350346565,
0.0067465659230947495,
0.01287942286580801,
0.03917400911450386,
-0.021531809121370316,
-0.007766590919345617,
-0.03597019985318184,
-0.04720623418688774,
0.0656546950340271,
0.04789368063211441,
0.08077061176300049,
-0.06861948221921921,
0.06236579641699791,
0.03210075944662094,
-0.023366432636976242,
0.08305252343416214,
0.04151907563209534,
0.038413435220718384,
0.03893250599503517,
-0.03312184661626816,
-0.05216992646455765,
-0.05386883765459061,
-0.06736715883016586,
-0.06431171298027039,
0.05413743481040001,
0.018229495733976364,
-0.0545736588537693,
-0.05079583078622818,
-0.049741245806217194,
-0.003991507925093174,
0.06827311217784882,
-0.03336280956864357,
-0.0040602777153253555,
0.07077533006668091,
0.0039833602495491505,
0.038525450974702835,
0.042176056653261185,
0.015540290623903275,
-0.04752124845981598,
-0.010453098453581333,
0.05633173882961273,
-0.04249638319015503,
-0.05533461272716522,
-0.027103185653686523,
-0.06944005191326141,
0.03011678345501423,
-0.017533984035253525,
0.08716686069965363,
0.031211666762828827,
-0.006098830606788397,
0.04387173801660538,
-0.049380164593458176,
0.03130711615085602,
-0.008620154112577438,
-0.040760111063718796,
0.06342850625514984,
0.06232995539903641,
-0.03075937181711197,
0.021726075559854507,
0.013304761610925198,
0.02607753500342369,
0.045170605182647705,
0.017601020634174347,
0.028452003374695778,
0.014796427451074123,
-0.037039268761873245,
-0.004627913236618042,
0.055416952818632126,
0.0850612223148346,
-0.019241223111748695,
0.05279681086540222,
-0.10140248388051987,
-0.03859739378094673,
-0.03428255394101143,
-0.05750872194766998,
0.012073425576090813,
-0.10152018815279007,
0.02734949067234993,
0.08197387307882309,
-0.08734404295682907,
-0.01907152123749256,
0.04446316137909889,
0.014131944626569748,
0.012091417796909809,
-0.033238429576158524,
-0.02154461480677128,
0.05983983352780342,
-0.034031011164188385,
-0.029484963044524193,
-0.01600288599729538,
0.07221470028162003,
-0.07560009509325027,
-0.06979835033416748,
0.02497190237045288,
0.02743721380829811,
-0.08873272687196732,
0.025217818096280098,
-0.016301793977618217,
-0.037303488701581955,
0.08462286740541458,
-0.017131255939602852,
-0.04731212183833122,
0.03267773613333702,
0.09824644774198532,
-0.0668087899684906,
0.016072148457169533,
0.051861345767974854,
-0.07235479354858398,
0.08517363667488098,
-0.059726979583501816,
-0.049154751002788544,
0.08457467705011368,
0.06677795201539993,
-0.05953839793801308,
-0.05806652829051018,
0.035776831209659576,
0.0344250425696373,
0.007948189042508602,
0.06359714269638062,
-0.03631187230348587,
0.013758346438407898,
0.02625545859336853,
-0.013859490863978863,
0.07146307080984116,
0.06927108764648438,
-0.038775645196437836,
0.017091454938054085,
-0.031731586903333664,
-0.06717260181903839,
-0.05127416178584099,
0.009913320653140545,
-0.03183364495635033,
-0.03970702737569809,
0.030780257657170296,
0.04607326537370682,
0.01374520268291235,
0.07372249662876129
] |
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
PressAI in stroomversnelling: dit zijn de trends voor 2023
January 11, 2023
# AI in stroomversnelling: dit zijn de trends voor 2023
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form. | scraping/output/-3632426290912633941.txt | [
0.02634247951209545,
-0.010236319154500961,
-0.052649471908807755,
-0.015352154150605202,
0.04768883436918259,
-0.05648444592952728,
0.05444994568824768,
0.08606241643428802,
0.040435802191495895,
-0.03180040791630745,
0.019057856872677803,
0.03578368201851845,
0.05430547520518303,
-0.02309756726026535,
-0.009786730632185936,
0.05090561509132385,
0.01523684523999691,
-0.027636751532554626,
-0.023558614775538445,
-0.04678306356072426,
-0.006835053209215403,
0.003918162081390619,
-0.05359748750925064,
0.06834331899881363,
0.06583520770072937,
0.021972360089421272,
-0.06636028736829758,
0.010314339771866798,
0.03673639893531799,
-0.016891466453671455,
-0.023726778104901314,
-0.06211989372968674,
0.055475614964962006,
-0.08712544292211533,
0.017056576907634735,
-0.018903840333223343,
-0.036845918744802475,
-0.036953188478946686,
0.03775084763765335,
-0.09111835807561874,
-0.0030764651019126177,
0.02457295171916485,
0.027104947715997696,
0.0327933169901371,
0.039606936275959015,
0.03479045256972313,
-0.021528784185647964,
0.054820843040943146,
-0.01831797882914543,
-0.05104765668511391,
-0.05202313885092735,
0.04716166481375694,
0.028825074434280396,
0.032812658697366714,
0.05841903015971184,
-0.07439607381820679,
-0.04541969299316406,
-0.07583500444889069,
-0.037567704916000366,
0.016374966129660606,
0.06982587277889252,
-0.05168342590332031,
0.011631804518401623,
0.0314556360244751,
0.07803479582071304,
0.09406054019927979,
-0.003176019061356783,
0.02229098044335842,
-0.11182668805122375,
-0.06384550034999847,
-0.03454390913248062,
0.10399128496646881,
0.02203524112701416,
-0.058933887630701065,
-0.00866013951599598,
0.03274020552635193,
0.007533407770097256,
-0.057681791484355927,
0.039715129882097244,
-0.04282315820455551,
-0.03679932653903961,
-0.03736507147550583,
-0.053190894424915314,
-0.01345245260745287,
-0.06488122791051865,
0.047766003757715225,
0.05057290196418762,
-0.0570828877389431,
0.05596884340047836,
-0.03960709273815155,
0.01726287044584751,
0.07308429479598999,
-0.05767521634697914,
-0.03067154251039028,
-0.010181596502661705,
-0.08772826194763184,
-0.05314203351736069,
0.03533751890063286,
0.05366014689207077,
-0.052439719438552856,
0.03415884077548981,
-0.06043064221739769,
0.10172707587480545,
-0.0776609405875206,
-0.0814586654305458,
0.040091823786497116,
0.04558514803647995,
-0.1008269339799881,
0.039609599858522415,
-0.07262898236513138,
-0.08729323744773865,
0.05930344760417938,
0.09545999765396118,
0.053536344319581985,
-0.05746602267026901,
-0.0031968827825039625,
-0.029739588499069214,
-0.03438762575387955,
0.004982010927051306,
-0.052281636744737625,
0.12086717039346695,
-0.07079587876796722,
-0.12518078088760376,
-0.08950608223676682,
-0.02089662291109562,
-0.004290973301976919,
0.002366390312090516,
0.04685836657881737,
0.01659999042749405,
0.05329514294862747,
0.020912911742925644,
0.005870143882930279,
0.03875119984149933,
0.05353537201881409,
0.08317781239748001,
0.07786396145820618,
-0.06422825157642365,
-0.030696718022227287,
-0.06223035603761673,
-0.037687208503484726,
-0.019310425966978073,
0.02757967822253704,
-0.02620084211230278,
0.019895076751708984,
0.033432137221097946,
0.021557023748755455,
0.11000674217939377,
-0.06573253124952316,
0.06994620710611343,
-0.009687374345958233,
0.08854280412197113,
-0.019155610352754593,
0.08699598908424377,
0.025726789608597755,
0.026602379977703094,
-0.03162245824933052,
-0.06887666136026382,
-0.026089271530508995,
0.022770879790186882,
0.05684501305222511,
-0.0541788712143898,
-0.05740451067686081,
-0.025235777720808983,
0.0046226694248616695,
-0.04438990727066994,
0.006751305423676968,
0.04558717459440231,
0.0558069571852684,
-0.053064487874507904,
-0.08451127260923386,
-0.07317734509706497,
0.03738246113061905,
-0.06955048441886902,
0.04965386539697647,
-0.027549028396606445,
0.042707644402980804,
-0.09401066601276398,
0.047498900443315506,
0.06638633459806442,
0.06549263745546341,
-0.07953581213951111,
-0.015396426431834698,
-0.05933421105146408,
-0.04336874932050705,
-0.061826158314943314,
-0.06853772699832916,
-0.029458072036504745,
0.034299496561288834,
0.042968425899744034,
-0.04538147523999214,
-0.017734436318278313,
0.02641325443983078,
-0.06549680978059769,
-0.11610977351665497,
-0.02981351874768734,
0.03987251594662666,
0.010603313334286213,
0.055531539022922516,
0.0483604297041893,
0.05749094858765602,
0.012170899659395218,
-0.022718243300914764,
0.018574226647615433,
0.03403697907924652,
0.06944701820611954,
-0.009598729200661182,
-0.02332858368754387,
0.07020939886569977,
-0.01566654071211815,
0.05696640536189079,
0.06312653422355652,
-0.050603289157152176,
-0.027642369270324707,
0.026916522532701492,
0.0074754562228918076,
-0.044717200100421906,
0.03994358330965042,
0.07763996720314026,
-0.07694324105978012,
0.0759502723813057,
0.03675655275583267,
-0.026776133105158806,
0.07530168443918228,
-0.07685666531324387,
0.007500199601054192,
0.03902681916952133,
0.04064543545246124,
-0.05192936584353447,
-0.041654154658317566,
0.03863656520843506,
-0.062383800745010376,
-0.030618861317634583,
-0.05368366837501526,
-0.07882865518331528,
-0.012816479429602623,
-0.03936729207634926,
-0.017407653853297234,
0.039922114461660385,
0.049483735114336014,
-0.03859339654445648,
-0.057038962841033936,
-0.025633936747908592,
0.06667240709066391,
-0.06314072757959366,
0.05457527935504913,
-0.07330458611249924,
-0.013473814353346825,
0.016584737226366997,
-0.01801355555653572,
0.019611889496445656,
0.053772080689668655,
-0.01259605586528778,
-0.017067309468984604,
-0.03427296504378319,
-0.052386268973350525,
0.054157357662916183,
0.04839305952191353,
0.08369533717632294,
-0.07991895079612732,
0.054772041738033295,
0.015094428323209286,
-0.007341924589127302,
0.07910244911909103,
0.06423832476139069,
0.029606414958834648,
0.033936869353055954,
-0.030881701037287712,
-0.028546040877699852,
-0.060645971447229385,
-0.038983311504125595,
-0.051326435059309006,
0.038611385971307755,
-0.01399934571236372,
-0.03386726230382919,
-0.04383257403969765,
-0.005524958483874798,
0.01072752196341753,
0.0673736110329628,
-0.013586628250777721,
-0.02752111665904522,
0.08656686544418335,
0.006340927444398403,
0.014203658327460289,
0.046748582273721695,
0.028926337137818336,
-0.013066723942756653,
-0.04305075481534004,
0.054482411593198776,
-0.04298193007707596,
-0.07977034896612167,
-0.059997767210006714,
-0.06540106236934662,
0.029203634709119797,
-0.020640350878238678,
0.09873654693365097,
0.03304906189441681,
0.023451410233974457,
0.048811689019203186,
-0.044402483850717545,
0.05888940393924713,
0.007601856254041195,
-0.009440219961106777,
0.0296158604323864,
0.09261095523834229,
-0.03589817136526108,
-0.005849520210176706,
0.00926366075873375,
0.02431381866335869,
0.031823161989450455,
0.039170414209365845,
0.07159476727247238,
0.044127266854047775,
-0.029925931245088577,
0.0002691448025871068,
0.044676218181848526,
0.08175958693027496,
-0.02043713442981243,
0.05156559869647026,
-0.12754686176776886,
-0.05376401171088219,
-0.02131572924554348,
-0.07552067935466766,
0.005211082752794027,
-0.07906103134155273,
0.02084636129438877,
0.06220989301800728,
-0.05792045593261719,
-0.03701221942901611,
0.03906019777059555,
0.017289450392127037,
0.009075147099792957,
-0.04835265129804611,
-0.03514888510107994,
0.06301816552877426,
-0.05909736827015877,
-0.049282096326351166,
-0.02740955352783203,
0.06366294622421265,
-0.07417817413806915,
-0.061544645577669144,
0.043263696134090424,
0.026691416278481483,
-0.08925781399011612,
0.057524360716342926,
-0.019002318382263184,
-0.020152859389781952,
0.0821625366806984,
-0.033151883631944656,
-0.0693889930844307,
0.03862549364566803,
0.05434171482920647,
-0.07859025150537491,
0.02510179951786995,
0.02812967821955681,
-0.07691439241170883,
0.07244905829429626,
-0.04829106479883194,
-0.043767139315605164,
0.08071362227201462,
0.06424447894096375,
-0.03507950156927109,
-0.06501192599534988,
0.04110090807080269,
0.03312636911869049,
0.027898557484149933,
0.035647790879011154,
-0.016098294407129288,
0.0195979792624712,
0.057024359703063965,
-0.014670401811599731,
0.04025133699178696,
0.07407376170158386,
-0.038674548268318176,
-0.0012799390824511647,
-0.02428700216114521,
-0.04899009317159653,
-0.05300658941268921,
0.032870013266801834,
-0.0572323277592659,
-0.017217084765434265,
0.03928684443235397,
0.06754972785711288,
0.030660083517432213,
0.07591810077428818
] |
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
https://www.emerce.nl/wire/ai-stroomversnelling-dit-trends-2023
Accelerating businesses with AI technology & experts
Contact:
info@ml6.eu
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/-3632426290912633941.txt | [
0.025537652894854546,
-0.010148813016712666,
-0.05963683873414993,
-0.02261088229715824,
0.03659432753920555,
-0.03904755413532257,
0.05957106128334999,
0.07521484047174454,
0.0562165267765522,
-0.007849323563277721,
0.043831028044223785,
0.028360627591609955,
0.04564928263425827,
-0.019890861585736275,
-0.01454226765781641,
0.05792989209294319,
0.02934596687555313,
-0.03718102350831032,
-0.060739193111658096,
-0.06860638409852982,
0.002498557325452566,
0.014584061689674854,
-0.07224912941455841,
0.05969097092747688,
0.05707966163754463,
0.046015214174985886,
-0.06454887986183167,
0.003902276512235403,
0.025856001302599907,
-0.04494725167751312,
-0.02278434857726097,
-0.043912623077631,
0.059649597853422165,
-0.11228404194116592,
0.0164803396910429,
-0.001853681169450283,
-0.04416453838348389,
-0.04664067178964615,
0.03931441158056259,
-0.08023576438426971,
-0.01741686463356018,
0.01075191143900156,
0.03240291401743889,
0.06333041191101074,
0.03153272345662117,
0.03716006129980087,
-0.0010914565064013004,
0.04596300795674324,
-0.009339005686342716,
-0.04354348033666611,
-0.05894586816430092,
0.06708723306655884,
0.028370104730129242,
0.040346428751945496,
0.04294425994157791,
-0.06772768497467041,
-0.059459131211042404,
-0.07333362847566605,
-0.024366337805986404,
0.029779084026813507,
0.09446892887353897,
-0.08022388815879822,
0.01879206672310829,
0.029655588790774345,
0.06662328541278839,
0.07670624554157257,
0.002592263976112008,
0.033526211977005005,
-0.10403750091791153,
-0.06447461247444153,
-0.06810874491930008,
0.07545490562915802,
0.013357768766582012,
-0.0704139694571495,
-0.017642449587583542,
0.046273235231637955,
0.023160727694630623,
-0.04081389307975769,
0.009192542172968388,
-0.03352739289402962,
-0.0463264100253582,
-0.027231870219111443,
-0.0541350431740284,
0.0054818009957671165,
-0.07721685618162155,
0.08045011013746262,
0.07960602641105652,
-0.06210403889417648,
0.09404557198286057,
-0.035327181220054626,
0.00033477446413598955,
0.07181301712989807,
-0.07304549962282181,
-0.059159040451049805,
-0.033895839005708694,
-0.07423492521047592,
-0.026014501228928566,
0.04406081512570381,
0.048150766640901566,
-0.07861597090959549,
0.04192032292485237,
-0.06314956396818161,
0.06909805536270142,
-0.0618259571492672,
-0.061460282653570175,
0.032113704830408096,
0.05178654566407204,
-0.06698642671108246,
0.06415967643260956,
-0.05412298068404198,
-0.09537459164857864,
0.044635139405727386,
0.055715154856443405,
0.06145117059350014,
-0.08844026178121567,
-0.00888302642852068,
-0.006320192012935877,
-0.03364970535039902,
-0.0016407634830102324,
-0.04872489348053932,
0.09001322090625763,
-0.0631776824593544,
-0.09580826759338379,
-0.07352479547262192,
-0.017171844840049744,
-0.030376553535461426,
0.01058187521994114,
0.043483201414346695,
0.029324855655431747,
0.05075497552752495,
0.022050749510526657,
0.030135473236441612,
0.03790871798992157,
0.07336430251598358,
0.08292177319526672,
0.08180562406778336,
-0.07560502737760544,
-0.022062551230192184,
-0.06040802597999573,
-0.049949366599321365,
-0.012661558575928211,
0.05895347520709038,
-0.02613673359155655,
0.04077816754579544,
0.07474901527166367,
0.016115562990307808,
0.1151697188615799,
-0.06271343678236008,
0.044214218854904175,
0.000653693568892777,
0.09117152541875839,
-0.015343062579631805,
0.07880060374736786,
0.03693721070885658,
0.04005736485123634,
-0.06624893844127655,
-0.0723130851984024,
-0.0338360071182251,
0.024767087772488594,
0.04064808413386345,
-0.046138934791088104,
-0.06684694439172745,
-0.02767796255648136,
0.007387853227555752,
-0.0377550832927227,
0.007725615985691547,
0.05713305249810219,
0.07243812084197998,
-0.08375457674264908,
-0.05428013578057289,
-0.047072213143110275,
0.04365919902920723,
-0.049675192683935165,
0.07607848942279816,
-0.028403762727975845,
0.04424988850951195,
-0.06997324526309967,
0.07514505088329315,
0.06684964895248413,
0.05844615027308464,
-0.08950164169073105,
-0.02502836473286152,
-0.05993441864848137,
-0.042336124926805496,
-0.0503365583717823,
-0.04759654030203819,
-0.044630199670791626,
0.04652520269155502,
0.026918156072497368,
-0.029168879613280296,
0.0001679527631495148,
0.00765458308160305,
-0.07308311760425568,
-0.11016429215669632,
-0.029366491362452507,
0.054096732288599014,
-0.0031321151182055473,
0.07533752173185349,
0.05404992774128914,
0.02392014116048813,
0.015314338728785515,
-0.01924101449549198,
0.016890769824385643,
0.03761088103055954,
0.06702665239572525,
-0.0039234100840985775,
-0.021526288241147995,
0.06592613458633423,
-0.017098288983106613,
0.06312889605760574,
0.07492750138044357,
-0.04990053549408913,
-0.03288734331727028,
0.018921492621302605,
0.00529774883762002,
-0.015937983989715576,
0.053378041833639145,
0.0817030593752861,
-0.05748261511325836,
0.06660940498113632,
0.03596237674355507,
-0.017301009967923164,
0.08397118002176285,
-0.09979157894849777,
-0.009915352798998356,
0.028409374877810478,
0.06518581509590149,
-0.07095231115818024,
-0.019297035411000252,
0.03836555406451225,
-0.04619039222598076,
-0.04799765348434448,
-0.0756317749619484,
-0.09159239381551743,
-0.03266645222902298,
-0.04899527132511139,
-0.025070833042263985,
0.044270068407058716,
0.0407949760556221,
-0.049866799265146255,
-0.04672735929489136,
-0.06994347274303436,
0.05208343639969826,
-0.047247495502233505,
0.05840616300702095,
-0.03050966002047062,
-0.04307777062058449,
0.007321726996451616,
-0.02015451155602932,
0.004185609985142946,
0.023964611813426018,
-0.03258364275097847,
-0.015184960328042507,
-0.0191737562417984,
-0.04485880956053734,
0.06493784487247467,
0.040784161537885666,
0.07533746212720871,
-0.07140157371759415,
0.040760066360235214,
0.02647521160542965,
-0.004713951610028744,
0.06098651513457298,
0.03749167546629906,
0.02114589884877205,
0.029814835637807846,
-0.023262890055775642,
-0.03493643179535866,
-0.04547722265124321,
-0.04040201008319855,
-0.07454703748226166,
0.055052250623703,
-0.006256359163671732,
-0.047732338309288025,
-0.04783140867948532,
-0.010782856494188309,
-0.0026311033871024847,
0.06201441213488579,
-0.033567313104867935,
-0.021499427035450935,
0.09455480426549911,
0.009726015850901604,
0.030223870649933815,
0.04085621237754822,
0.04786253347992897,
-0.04587842524051666,
-0.011313808150589466,
0.06245863437652588,
-0.026322390884160995,
-0.07204236090183258,
-0.03386711701750755,
-0.03657817840576172,
0.028372587636113167,
0.0036382663529366255,
0.0847281664609909,
0.052076853811740875,
0.009924249723553658,
0.04332604259252548,
-0.03465457260608673,
0.06361767649650574,
0.017385074868798256,
-0.028395766392350197,
0.029327748343348503,
0.0739460214972496,
-0.04166492074728012,
-0.004573845770210028,
0.017529064789414406,
0.026719819754362106,
0.01821104995906353,
0.021611159667372704,
0.045064542442560196,
0.051168859004974365,
-0.05848928168416023,
-0.004328583832830191,
0.0508897490799427,
0.07996296882629395,
-0.016634006053209305,
0.055942948907613754,
-0.11166849732398987,
-0.07499374449253082,
-0.022692423313856125,
-0.06608036905527115,
-0.0019108143169432878,
-0.08151672780513763,
0.06717841327190399,
0.07865944504737854,
-0.0774788185954094,
-0.04122438654303551,
0.03324298933148384,
-0.019600247964262962,
0.00025148194981738925,
-0.04843907430768013,
-0.049989763647317886,
0.06127053499221802,
-0.05904320999979973,
-0.03680381923913956,
0.0028537448961287737,
0.02870497666299343,
-0.05466151982545853,
-0.0666138231754303,
0.010779166594147682,
0.018787285313010216,
-0.09734515100717545,
0.0264552254229784,
-0.016410402953624725,
-0.01779918186366558,
0.07252651453018188,
-0.044676754623651505,
-0.05521126464009285,
0.020955858752131462,
0.05403020605444908,
-0.06963057070970535,
0.020184248685836792,
0.03671983629465103,
-0.06415737420320511,
0.07065650820732117,
-0.051623713225126266,
-0.0675077885389328,
0.09316336363554001,
0.05307525396347046,
-0.05037704482674599,
-0.05583803355693817,
0.027602236717939377,
0.037102244794368744,
0.015724023804068565,
0.06597182899713516,
-0.03031899780035019,
0.022362057119607925,
0.025100834667682648,
0.00610757153481245,
0.05903816595673561,
0.05258619040250778,
-0.025480525568127632,
0.03425687551498413,
-0.004983678925782442,
-0.06840275228023529,
-0.05522558465600014,
0.005942569114267826,
-0.05278290435671806,
-0.01812865026295185,
0.05974595248699188,
0.05174039676785469,
0.02666589431464672,
0.05031886696815491
] |
Computer vision
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
Blogposts
All Posts
May 19, 2023
# 3D Computer Vision: Unlocking the Third Dimension [Part 1]
Contributors
Francisco Pereira
Machine Learning Engineer
No items found.
Subscribe to newsletter
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form. | scraping/output/4872459060818682608.txt | [
0.03218881040811539,
-0.017268745228648186,
-0.061852194368839264,
-0.02482442744076252,
0.036561012268066406,
-0.04703906923532486,
0.06382511556148529,
0.08349665254354477,
0.07136546075344086,
-0.043373607099056244,
0.0008378498023375869,
0.03582087531685829,
0.05256549268960953,
-0.059096574783325195,
-0.01309516467154026,
0.06804408133029938,
0.045162297785282135,
-0.029072072356939316,
-0.04179893061518669,
-0.04510532319545746,
0.01583828777074814,
0.012079773470759392,
-0.03146686777472496,
0.07854694128036499,
0.0923597440123558,
0.05457497388124466,
-0.045628637075424194,
-0.014462269842624664,
0.04533484950661659,
-0.026821183040738106,
-0.030206579715013504,
-0.0532832033932209,
0.05626373738050461,
-0.07180194556713104,
0.011164885945618153,
-0.012627918273210526,
-0.02039012685418129,
-0.029796229675412178,
0.04639548808336258,
-0.09969643503427505,
0.0034943753853440285,
0.045746322721242905,
0.011493929661810398,
0.04895830526947975,
0.02377038262784481,
0.03324829041957855,
-0.010082528926432133,
0.04518917575478554,
-0.0031175913754850626,
-0.03413613513112068,
-0.05795133113861084,
0.05586351454257965,
0.009730929508805275,
0.04852473363280296,
0.04325857013463974,
-0.08666189014911652,
-0.0901721939444542,
-0.070891372859478,
-0.03251129761338234,
0.06333745270967484,
0.05621899291872978,
-0.09832097589969635,
-0.014423473738133907,
0.040578633546829224,
0.07978758960962296,
0.08412961661815643,
0.026830334216356277,
0.022662756964564323,
-0.08021124452352524,
-0.06659066677093506,
-0.05697643756866455,
0.08043874800205231,
0.032499492168426514,
-0.058329008519649506,
0.015677977353334427,
0.010854063555598259,
0.01159695629030466,
-0.053602397441864014,
0.023628847673535347,
-0.045619308948516846,
-0.04084369167685509,
-0.011379706673324108,
-0.02379637211561203,
0.008746014907956123,
-0.06659659743309021,
0.05920105800032616,
0.026304425671696663,
-0.08795861899852753,
0.047704849392175674,
-0.03152548149228096,
0.036446455866098404,
0.05806434154510498,
-0.0763406753540039,
-0.043435487896203995,
-0.0425659604370594,
-0.08255840837955475,
-0.060311414301395416,
0.029860347509384155,
0.054380908608436584,
-0.08583290874958038,
0.060008589178323746,
-0.0631091296672821,
0.08090939372777939,
-0.0497254841029644,
-0.046194590628147125,
0.03308899700641632,
0.017589528113603592,
-0.07211796939373016,
0.05459948256611824,
-0.06879228353500366,
-0.06691654771566391,
0.0748654305934906,
0.07604427635669708,
0.07339595258235931,
-0.07204636186361313,
-0.03424568846821785,
-0.04147708788514137,
-0.052805569022893906,
-0.0012333791237324476,
-0.02335609495639801,
0.10935769230127335,
-0.062429215759038925,
-0.10003247112035751,
-0.06929828226566315,
-0.023241542279720306,
-0.04483809322118759,
-0.00009307642903877422,
0.02076643332839012,
0.0012520798482000828,
0.04849880933761597,
0.04130564630031586,
0.02164093405008316,
0.04194112867116928,
0.06622505187988281,
0.0714787021279335,
0.08659807592630386,
-0.08883339166641235,
-0.017101850360631943,
-0.05833559110760689,
-0.058354102075099945,
-0.02740318328142166,
0.051916591823101044,
-0.009066984988749027,
0.018237749114632607,
0.0654270127415657,
0.023134302347898483,
0.08747102320194244,
-0.08108105510473251,
0.04887894541025162,
-0.0030613599810749292,
0.09209106862545013,
-0.03231428191065788,
0.0622524730861187,
0.030606208369135857,
0.049662258476018906,
-0.05021710321307182,
-0.046879325062036514,
-0.038156524300575256,
0.03161228075623512,
0.04923173040151596,
-0.07134751230478287,
-0.019034093245863914,
-0.04281669482588768,
-0.020042311400175095,
-0.04448046535253525,
-0.006042234133929014,
0.03179992362856865,
0.05987728759646416,
-0.026398243382573128,
-0.06860494613647461,
-0.06973683089017868,
0.02749653160572052,
-0.057448610663414,
0.05901885777711868,
-0.013072123751044273,
0.03481623902916908,
-0.09598850458860397,
0.04664800316095352,
0.05651143193244934,
0.027215754613280296,
-0.053825605660676956,
-0.019552739337086678,
-0.09667860716581345,
-0.0720733255147934,
-0.07714194059371948,
-0.04747432470321655,
-0.01563393883407116,
0.039646394550800323,
0.030837243422865868,
-0.027499007061123848,
-0.016086380928754807,
0.03881177306175232,
-0.03595701605081558,
-0.0707707479596138,
-0.04669743403792381,
0.05800433084368706,
0.013387477025389671,
0.06875290721654892,
0.05197582021355629,
0.0448138564825058,
0.003801401238888502,
-0.020025990903377533,
0.013838612474501133,
0.04107453301548958,
0.05089211463928223,
0.004036082420498133,
-0.009601514786481857,
0.08963966369628906,
-0.011508423835039139,
0.043662410229444504,
0.058393266052007675,
-0.04961808770895004,
-0.03190689906477928,
0.024361900985240936,
0.0057754782028496265,
-0.0009065793128684163,
0.01818207837641239,
0.0761016458272934,
-0.025343675166368484,
0.06674829870462418,
0.015649303793907166,
-0.026463409885764122,
0.06591294705867767,
-0.07036784291267395,
0.010034303180873394,
0.027451029047369957,
0.05472467467188835,
-0.05039166286587715,
-0.03874384984374046,
0.04956873133778572,
-0.036771006882190704,
-0.038023918867111206,
-0.033945683389902115,
-0.09208862483501434,
-0.040614817291498184,
-0.051624804735183716,
-0.03188481554389,
0.02932899445295334,
0.07159449905157089,
-0.033728763461112976,
-0.06028470769524574,
-0.047969553619623184,
0.037926290184259415,
-0.055190011858940125,
0.07087879627943039,
-0.04035075753927231,
-0.007534677162766457,
0.0291607566177845,
-0.020747480913996696,
-0.0016936135943979025,
0.05917203798890114,
-0.018415488302707672,
-0.034532077610492706,
-0.042520951479673386,
-0.058109793812036514,
0.07572013139724731,
0.07078038156032562,
0.070157490670681,
-0.05789772421121597,
0.05896558612585068,
-0.006435599643737078,
-0.022615689784288406,
0.06414318829774857,
0.04368394613265991,
0.019554229453206062,
0.03926602005958557,
-0.03466128185391426,
-0.07251279801130295,
-0.04748920351266861,
-0.05687062442302704,
-0.06889104843139648,
0.06530909985303879,
0.021849384531378746,
-0.026757191866636276,
-0.07257069647312164,
-0.032323479652404785,
0.014860277995467186,
0.07424808293581009,
-0.035602498799562454,
-0.061015862971544266,
0.09507885575294495,
0.017455417662858963,
0.03677802160382271,
0.018887044861912727,
0.020933732390403748,
-0.04945695400238037,
-0.0006100400350987911,
0.06444361805915833,
-0.050265807658433914,
-0.07221326231956482,
-0.054040562361478806,
-0.06450952589511871,
0.029200561344623566,
-0.025673063471913338,
0.10307997465133667,
0.04164363816380501,
0.017192848026752472,
0.05416921526193619,
-0.046096071600914,
0.03585750237107277,
0.013404599390923977,
-0.02138005755841732,
0.02791355364024639,
0.07966664433479309,
-0.05402340739965439,
0.03122861124575138,
0.014043619856238365,
0.01837584376335144,
0.04555946961045265,
0.03422129154205322,
0.06654608249664307,
0.034045517444610596,
-0.04750768840312958,
0.010971453972160816,
0.03501621261239052,
0.06861904263496399,
-0.027723943814635277,
0.04677877947688103,
-0.10930731892585754,
-0.046888742595911026,
-0.04745040461421013,
-0.06840754300355911,
0.00763087859377265,
-0.08720196038484573,
0.007627133745700121,
0.07057785242795944,
-0.07633677870035172,
-0.03401312977075577,
0.03262391686439514,
0.029148494824767113,
0.018833644688129425,
-0.03821855038404465,
-0.018188104033470154,
0.08050821721553802,
-0.04831821471452713,
-0.03522571176290512,
-0.011689153499901295,
0.060070618987083435,
-0.0816916897892952,
-0.054803233593702316,
0.02291243150830269,
0.014468486420810223,
-0.08805549889802933,
0.0375283919274807,
-0.027307230979204178,
-0.028706323355436325,
0.09415267407894135,
-0.02467811107635498,
-0.05134013295173645,
0.041677724570035934,
0.12059614062309265,
-0.05627523735165596,
0.02520746737718582,
0.04217980429530144,
-0.08107711374759674,
0.06448966264724731,
-0.0472184456884861,
-0.05317674204707146,
0.061314333230257034,
0.05108543857932091,
-0.04788472503423691,
-0.0732349306344986,
0.06025725603103638,
0.04077254980802536,
0.04151764512062073,
0.04705933481454849,
-0.019819946959614754,
-0.0024348644074052572,
0.051196664571762085,
-0.006911877077072859,
0.06929926574230194,
0.08002115786075592,
-0.03547515347599983,
-0.010899421758949757,
-0.035400424152612686,
-0.047748301178216934,
-0.044249922037124634,
0.03299148380756378,
-0.03720962628722191,
-0.03663451969623566,
0.014982643537223339,
0.03327522799372673,
0.021239925175905228,
0.07027791440486908
] |
Sign up
By clicking Sign Up you're confirming that you agree with our Terms and
Conditions.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Share this post
This blog post is the first part of our on-going blog series about 3D computer
vision. This first article (Part 1) provides an overview of 3D computer vision
and how this technology is being used today, thus suitable for a diverse
audience interested in the subject matter. The subsequent blog posts (Part 2
and 3) are tailored for a more technical audience and for those seeking to
implement 3D computer vision applications.
### Introduction | scraping/output/4872459060818682608.txt | [
0.03245756775140762,
-0.06019188091158867,
-0.041762031614780426,
-0.04571937397122383,
0.04724821075797081,
-0.03761585056781769,
0.07162747532129288,
0.05856442451477051,
0.09249772876501083,
-0.03752521798014641,
0.02076362445950508,
0.029465582221746445,
0.04162011295557022,
-0.026718351989984512,
-0.021694179624319077,
0.04077841341495514,
0.062267616391181946,
-0.021444646641612053,
-0.07021159678697586,
-0.06156222149729729,
0.02895434945821762,
-0.019709501415491104,
-0.037481699138879776,
0.04504682496190071,
0.0816439613699913,
0.07147031277418137,
-0.010199303738772869,
-0.007568218745291233,
0.03090064786374569,
-0.0570640042424202,
-0.05291592702269554,
-0.04571989178657532,
0.06188390776515007,
-0.06224701926112175,
0.03280659019947052,
0.027078816667199135,
-0.051829203963279724,
-0.05557405203580856,
0.052540190517902374,
-0.06964480876922607,
0.007545515429228544,
0.008566509000957012,
0.010940671898424625,
0.06683079153299332,
0.01320449449121952,
0.06016414985060692,
-0.029682353138923645,
0.040707286447286606,
-0.019204474985599518,
-0.018565708771348,
-0.044157225638628006,
0.072517029941082,
0.009533675387501717,
0.07089095562696457,
0.036287445574998856,
-0.07972375303506851,
-0.10077261924743652,
-0.0815168023109436,
-0.04481501504778862,
0.09118581563234329,
0.0555264912545681,
-0.11310520768165588,
0.031055612489581108,
0.02027459256350994,
0.07711617648601532,
0.07924413681030273,
0.023753585293889046,
0.020216872915625572,
-0.06871967762708664,
-0.05892602354288101,
-0.06336533278226852,
0.05285123735666275,
0.013525999151170254,
-0.07369841635227203,
0.012610742822289467,
0.034707605838775635,
0.03252397105097771,
-0.04473653435707092,
0.05320462957024574,
-0.043610140681266785,
-0.0708165317773819,
-0.024475498124957085,
-0.002486244309693575,
0.04647131636738777,
-0.047701478004455566,
0.07004019618034363,
0.0346757248044014,
-0.09388548135757446,
0.04395002871751785,
-0.050695013254880905,
0.026660894975066185,
0.03232203423976898,
-0.09914515167474747,
-0.04094592481851578,
-0.0526072233915329,
-0.07430454343557358,
-0.03993837162852287,
0.03159607946872711,
0.040432218462228775,
-0.07051888853311539,
0.09150195866823196,
-0.031422410160303116,
0.06701572984457016,
-0.037250470370054245,
-0.012850604951381683,
0.019442109391093254,
0.04000400751829147,
-0.05718879774212837,
0.06371088325977325,
-0.05296839028596878,
-0.04291342943906784,
0.07371176034212112,
0.0781039148569107,
0.051392532885074615,
-0.08643294870853424,
-0.06386546045541763,
-0.023633208125829697,
-0.05640966445207596,
0.0015577455051243305,
-0.003461575135588646,
0.08184012770652771,
-0.013720273971557617,
-0.08163484185934067,
-0.05600597709417343,
-0.024912618100643158,
-0.05544357746839523,
-0.0010350106749683619,
0.041239362210035324,
0.015668051317334175,
0.03891705721616745,
0.037299975752830505,
0.057321857661008835,
0.04406062513589859,
0.10104221105575562,
0.04837115854024887,
0.09470774233341217,
-0.07252668589353561,
-0.011940376833081245,
-0.0429445281624794,
-0.02903253585100174,
-0.022841185331344604,
0.08960054814815521,
-0.009599587880074978,
0.04565520957112312,
0.07870101928710938,
0.03003726340830326,
0.10099224001169205,
-0.050423119217157364,
0.07736365497112274,
-0.02278050407767296,
0.09107304364442825,
-0.014331975020468235,
0.043816886842250824,
0.04195427894592285,
0.06262702494859695,
-0.06137559190392494,
-0.035536907613277435,
-0.04379348084330559,
0.012549824081361294,
0.05695732310414314,
-0.06872820854187012,
-0.02883615344762802,
-0.06213705986738205,
-0.03358686342835426,
-0.03288298472762108,
-0.03921167552471161,
0.00980790052562952,
0.043517567217350006,
-0.05076522007584572,
-0.04989831894636154,
-0.07627222687005997,
0.0373796708881855,
-0.01545445155352354,
0.04561595991253853,
-0.0004001774068456143,
0.05040717497467995,
-0.06144826114177704,
0.0416518971323967,
0.05235099792480469,
0.011922799982130527,
-0.059755563735961914,
-0.02097461372613907,
-0.07354329526424408,
-0.06966745853424072,
-0.047124527394771576,
-0.03888612240552902,
-0.04301459714770317,
0.02317533828318119,
0.01049093622714281,
-0.03501664847135544,
-0.032054800540208817,
0.019706832244992256,
-0.01850043050944805,
-0.06668076664209366,
-0.05228560417890549,
0.02944561280310154,
-0.03300795704126358,
0.07024610787630081,
0.04078153520822525,
0.0438309870660305,
-0.006148053798824549,
-0.02091357111930847,
0.01431322656571865,
0.04295564442873001,
0.03261434659361839,
-0.010195593349635601,
-0.004789616912603378,
0.05471603199839592,
-0.02464132197201252,
0.06206566095352173,
0.06569810956716537,
-0.03677807003259659,
-0.08534365147352219,
0.01577526517212391,
0.010065535083413124,
-0.02143576741218567,
0.001419571926817298,
0.08271152526140213,
-0.01599595509469509,
0.010612741112709045,
0.03049612045288086,
-0.02187475934624672,
0.07634178549051285,
-0.06357850879430771,
-0.027724681422114372,
0.03881407901644707,
0.08990101516246796,
-0.05904950201511383,
-0.02985639125108719,
0.05535099655389786,
-0.033594705164432526,
-0.03725270554423332,
-0.03998367488384247,
-0.07055103778839111,
-0.044756218791007996,
-0.04639633372426033,
-0.0300601813942194,
0.05234728753566742,
0.057480137795209885,
-0.031028859317302704,
-0.06685842573642731,
-0.0829097181558609,
0.047678038477897644,
-0.0781753733754158,
0.030147897079586983,
-0.02318069525063038,
-0.0429486446082592,
0.03185917064547539,
-0.023305421695113182,
0.02210204303264618,
0.0393984392285347,
-0.0352785624563694,
-0.02843264490365982,
-0.03891307860612869,
-0.07088670879602432,
0.07145485281944275,
0.049617599695920944,
0.060747791081666946,
-0.048798929899930954,
0.05500413477420807,
0.005218883510679007,
-0.008369886316359043,
0.0790194645524025,
0.07081085443496704,
0.019180430099368095,
0.018989315256476402,
-0.02707093581557274,
-0.07326314598321915,
-0.05007391422986984,
-0.04788357391953468,
-0.06145741790533066,
0.08132385462522507,
0.03396189957857132,
-0.03402495011687279,
-0.09120887517929077,
-0.04128856584429741,
0.02550622634589672,
0.05986303463578224,
-0.019480831921100616,
-0.06336253881454468,
0.06644077599048615,
0.015275634825229645,
0.03408239409327507,
0.04154270514845848,
0.06318826228380203,
-0.025779172778129578,
-0.010813293978571892,
0.08182147890329361,
-0.04278375208377838,
-0.07328043133020401,
-0.044221680611371994,
-0.03291044011712074,
0.029444750398397446,
-0.037373438477516174,
0.09019339829683304,
0.04559469595551491,
-0.015132551081478596,
0.0660167932510376,
-0.05565819516777992,
0.027092918753623962,
0.004794447682797909,
-0.03241174295544624,
0.01917780004441738,
0.05237092822790146,
-0.07898706942796707,
0.02991817332804203,
0.0075593204237520695,
0.049292486160993576,
0.020991625264286995,
0.030561940744519234,
0.0871945321559906,
0.04717043414711952,
-0.03701711446046829,
-0.019838865846395493,
0.042327266186475754,
0.08436618745326996,
-0.04235002025961876,
0.058222588151693344,
-0.09798824787139893,
-0.05880419537425041,
-0.03619188070297241,
-0.07244786620140076,
-0.007049939129501581,
-0.0779985785484314,
0.0316774919629097,
0.035199832171201706,
-0.08408161997795105,
-0.004049607552587986,
0.03600523620843887,
-0.008300745859742165,
0.05018310993909836,
-0.04374857619404793,
-0.03571740910410881,
0.04089915752410889,
-0.04961749166250229,
-0.03490879014134407,
0.01098103728145361,
0.05520974099636078,
-0.07024309784173965,
-0.04279366135597229,
-0.005184409208595753,
-0.0025659590028226376,
-0.09070958942174911,
0.042190879583358765,
-0.05654324218630791,
-0.039973270148038864,
0.07408365607261658,
-0.03956141695380211,
-0.04224374145269394,
0.027370696887373924,
0.12889748811721802,
-0.061427365988492966,
0.039524443447589874,
0.04748694226145744,
-0.07039794325828552,
0.055497828871011734,
-0.04472937807440758,
-0.06667738407850266,
0.0829283744096756,
0.05609713867306709,
-0.03448028862476349,
-0.04641620069742203,
0.04925591126084328,
0.053328897804021835,
0.029774894937872887,
0.07478849589824677,
-0.03741366043686867,
0.0034158031921833754,
0.046151503920555115,
-0.04230963811278343,
0.06928172707557678,
0.05934445559978485,
-0.03986940160393715,
0.004146494437009096,
-0.03986706957221031,
-0.0529756098985672,
-0.05139447748661041,
0.03936390578746796,
-0.0676141306757927,
-0.03832399472594261,
0.015223106369376183,
0.03331964462995529,
0.014747856184840202,
0.03837699443101883
] |
### Introduction
In today’s fast-paced world of technology, it’s more important than ever to
understand and interpret the details of our surroundings. In recent years,
we’ve seen Convolutional Neural Networks (or CNNs, for short) completely
change computer vision, allowing us to analyze images with incredible
accuracy. As automation, robotics, and retail applications continue to grow,
so does the demand for more advanced vision systems. This is where 3D Computer
Vision shines, introducing depth information and a level of understanding that
was once out of reach for traditional 2D computer vision systems. | scraping/output/4872459060818682608.txt | [
0.022379225119948387,
-0.057881519198417664,
-0.061935313045978546,
-0.06083104759454727,
0.03214407339692116,
-0.014468764886260033,
0.03249029815196991,
0.037032660096883774,
0.08732987940311432,
-0.02071337215602398,
0.017355915158987045,
0.0036350192967802286,
0.08600403368473053,
-0.056747592985630035,
-0.06285644322633743,
0.06910644471645355,
0.04980889707803726,
-0.04095086827874184,
-0.040376950055360794,
-0.03253331780433655,
-0.012413348071277142,
-0.00009053002577275038,
-0.045484624803066254,
0.0372915118932724,
0.06394286453723907,
0.060094889253377914,
0.008175263181328773,
-0.009794443845748901,
0.04230693727731705,
-0.05578245222568512,
-0.05593486130237579,
-0.06807151436805725,
0.055062711238861084,
-0.0560285858809948,
0.040012113749980927,
0.029551217332482338,
-0.05041709542274475,
-0.07478334754705429,
-0.0076241823844611645,
-0.096892811357975,
-0.009466580115258694,
0.020161258056759834,
0.038361236453056335,
0.03399275243282318,
0.012612591497600079,
0.05266236513853073,
-0.02211694046854973,
0.06739956140518188,
-0.013377428986132145,
-0.04044536128640175,
-0.06488867849111557,
0.040264539420604706,
0.0054063876159489155,
0.0656411200761795,
0.03882726654410362,
-0.060753706842660904,
-0.08767227083444595,
-0.06438877433538437,
-0.04144569858908653,
0.09489017724990845,
0.02643505670130253,
-0.05615348368883133,
0.0156509168446064,
0.032343462109565735,
0.09983287751674652,
0.05732502415776253,
0.048402853310108185,
0.039224810898303986,
-0.07973635196685791,
-0.05217086523771286,
-0.07434554398059845,
0.09103149175643921,
0.022641586139798164,
-0.035566020756959915,
0.017416099086403847,
-0.013970509171485901,
0.0060040997341275215,
-0.033837754279375076,
0.034805506467819214,
-0.03921861574053764,
-0.043712858110666275,
0.003812362439930439,
0.01116148941218853,
0.06916610151529312,
-0.05636514723300934,
0.07819902896881104,
0.046449627727270126,
-0.07838408648967743,
0.03820216655731201,
-0.05052928254008293,
0.0021326274145394564,
0.05079613998532295,
-0.08535740524530411,
-0.02351265773177147,
-0.08285032212734222,
-0.08074500411748886,
-0.06677039712667465,
0.0407288633286953,
0.025365812703967094,
-0.06656002998352051,
0.09213914722204208,
-0.011157612316310406,
0.054659951478242874,
-0.008396931923925877,
-0.03794559836387634,
0.04095396026968956,
0.008131609298288822,
-0.08097699284553528,
0.046769071370363235,
-0.06259392201900482,
-0.030283715575933456,
0.049759138375520706,
0.0921216830611229,
0.05765818804502487,
-0.10743336379528046,
-0.03276079148054123,
-0.01946631446480751,
-0.05464564636349678,
-0.008022676222026348,
-0.020840507000684738,
0.11279411613941193,
-0.01767776533961296,
-0.03522117808461189,
-0.033976782113313675,
-0.03312007710337639,
-0.03763877972960472,
0.02814282663166523,
0.011828508228063583,
0.06491473317146301,
0.0328633114695549,
0.055458471179008484,
0.03500160574913025,
0.02664213627576828,
0.07408972084522247,
0.03507941961288452,
0.09481433033943176,
-0.050125621259212494,
-0.0026774511206895113,
-0.0564795657992363,
-0.061663590371608734,
-0.05083867907524109,
0.09814620018005371,
0.005685419775545597,
0.03247853368520737,
0.07979253679513931,
0.03042113408446312,
0.07083860039710999,
-0.046507496386766434,
0.036642104387283325,
0.00789722055196762,
0.0722913071513176,
-0.013419187627732754,
0.0382244773209095,
0.028924794867634773,
0.06990484893321991,
0.006733142305165529,
-0.03063976764678955,
-0.026522722095251083,
0.05038674175739288,
0.03698306530714035,
-0.04450765252113342,
-0.013870123773813248,
-0.07307139039039612,
0.013872381299734116,
-0.032446250319480896,
0.010505457408726215,
0.01731598936021328,
0.0663742646574974,
-0.05507861450314522,
-0.022173231467604637,
-0.10960610210895538,
0.036391280591487885,
-0.05700017884373665,
0.015098468400537968,
0.007293724920600653,
0.0303184874355793,
-0.0750117152929306,
0.029232393950223923,
0.05577211454510689,
-0.004888564348220825,
-0.03996245563030243,
0.005860242061316967,
-0.08270306140184402,
-0.0439433678984642,
-0.06573750823736191,
-0.04311066493391991,
-0.04474882036447525,
0.04790087044239044,
0.0025950674898922443,
-0.013593637384474277,
-0.014179391786456108,
0.0339374803006649,
-0.07724552601575851,
-0.08036251366138458,
-0.07555049657821655,
0.028234755620360374,
-0.04027019068598747,
0.06303799152374268,
0.04493032768368721,
0.05139120668172836,
-0.024742886424064636,
-0.02092766761779785,
0.015481237322092056,
0.0810064822435379,
0.03226834908127785,
-0.012223489582538605,
-0.017252054065465927,
0.06633128225803375,
-0.02371181733906269,
0.049839407205581665,
0.04112296178936958,
-0.09058591723442078,
-0.06443139165639877,
0.0485786609351635,
0.018799638375639915,
-0.022194119170308113,
-0.011878602206707,
0.05967968329787254,
-0.01379188522696495,
0.02431119792163372,
0.04316513240337372,
-0.016282815486192703,
0.046096645295619965,
-0.07283460348844528,
-0.02431998960673809,
0.05292736366391182,
0.07389770448207855,
-0.07925838977098465,
-0.013413556851446629,
0.051758017390966415,
-0.05020377039909363,
-0.05405085161328316,
-0.010748925618827343,
-0.06894653290510178,
-0.0599200464785099,
-0.05697353556752205,
-0.03944610431790352,
0.008875478059053421,
0.04715351760387421,
-0.04337712377309799,
-0.020249323919415474,
-0.0658753365278244,
0.0610317662358284,
-0.041824374347925186,
0.04794570058584213,
-0.02663828432559967,
-0.02221851423382759,
0.05362953245639801,
-0.028012817725539207,
-0.0033461349084973335,
0.02108905278146267,
-0.042077768594026566,
-0.07499010115861893,
-0.029095493257045746,
-0.04362929239869118,
0.08372900635004044,
0.061213403940200806,
0.04353509098291397,
-0.0330309197306633,
0.0743730291724205,
-0.006632685195654631,
-0.07813848555088043,
0.08050753176212311,
0.04431740567088127,
0.06782644242048264,
0.006598440930247307,
0.002376742195338011,
-0.03505117818713188,
-0.060341253876686096,
-0.03905206173658371,
-0.1207718625664711,
-0.005461496766656637,
-0.026338821277022362,
-0.05869289115071297,
-0.1209295317530632,
-0.0382499136030674,
0.05705708637833595,
0.06917532533407211,
-0.054256219416856766,
-0.04806305840611458,
0.06756492704153061,
0.009411061182618141,
0.006895189173519611,
0.011762730777263641,
0.01597399264574051,
-0.043646108359098434,
0.03817234933376312,
0.06319183856248856,
-0.03522040322422981,
-0.09068349748849869,
-0.029819268733263016,
-0.0509713850915432,
0.04114474728703499,
-0.0329623706638813,
0.09571429342031479,
0.015515831299126148,
0.017999183386564255,
0.0551232174038887,
-0.04975591599941254,
0.048503726720809937,
-0.011085825972259045,
-0.05697781220078468,
-0.004671298898756504,
0.08703511208295822,
-0.10438860952854156,
0.04307880252599716,
0.027705635875463486,
0.009918448515236378,
0.07448756694793701,
0.030897052958607674,
0.060720883309841156,
0.06157514825463295,
-0.046103283762931824,
-0.034951310604810715,
0.018883738666772842,
0.07770941406488419,
-0.05392470583319664,
0.04980052635073662,
-0.05992424115538597,
-0.012602296657860279,
-0.0677063912153244,
-0.05233374238014221,
0.014323507435619831,
-0.07365240156650543,
0.017766639590263367,
0.05670604854822159,
-0.08807846158742905,
0.00882068183273077,
0.016236547380685806,
0.03908367082476616,
0.04309612512588501,
-0.007623447570949793,
-0.04512346535921097,
0.050342049449682236,
-0.060084447264671326,
-0.04859485104680061,
0.028718452900648117,
0.07087378203868866,
-0.04070059210062027,
-0.0297075342386961,
-0.003152396995574236,
0.010993631556630135,
-0.039001382887363434,
0.04769282042980194,
-0.04690876975655556,
-0.055105093866586685,
0.08687721192836761,
-0.05111074075102806,
-0.012941349297761917,
0.016470514237880707,
0.05933498963713646,
-0.04331948235630989,
0.007008209824562073,
0.05206554755568504,
-0.09137160331010818,
0.03252582252025604,
-0.044399090111255646,
-0.03565051779150963,
0.04496145248413086,
0.04631386324763298,
-0.019371485337615013,
-0.05453590303659439,
0.06444220244884491,
0.08701696246862411,
0.047757674008607864,
0.06729860603809357,
0.016950391232967377,
0.007354244589805603,
0.10447856038808823,
-0.04377372935414314,
0.07812803238630295,
0.09525351971387863,
-0.06350395828485489,
-0.01867027021944523,
-0.04255979508161545,
-0.04811643436551094,
-0.011186138726770878,
-0.002521499991416931,
-0.07563606649637222,
-0.036022037267684937,
0.00977884791791439,
0.07085072249174118,
0.0313388966023922,
0.019816946238279343
] |
In our upcoming series of blog posts, we’ll dive deep into the advantages of
3D computer vision and explore how this technology is transforming various
sectors. By approaching this topic through the framework of a typical machine
learning pipeline (Figure 1), we will gain insights into the process of
capturing three-dimensional data, investigate the diverse sensors involved,
and ultimately explore the multitude of methods for processing and extracting
value from this information.
Figure 1: The machine learning pipeline. In this blog post series we dive into
how 3D computer vision is done at each step of the way.
In this first part of the series, we uncover the exciting world of 3D computer
vision, its real-life applications, and how it’s shaping the future of
numerous industries.
### 2D vs 3D Computer Vision | scraping/output/4872459060818682608.txt | [
0.05121660605072975,
-0.018285689875483513,
-0.04410196840763092,
-0.0520603246986866,
0.03726104274392128,
-0.02215339057147503,
0.050627533346414566,
0.08110382407903671,
0.08340387791395187,
-0.015413826331496239,
-0.013749194331467152,
0.02335456945002079,
0.07163573801517487,
-0.05232863873243332,
-0.025699499994516373,
0.04841938614845276,
0.02981288731098175,
-0.01052503939718008,
-0.06265520304441452,
-0.051984354853630066,
0.04678275063633919,
-0.0021522734314203262,
0.0017981723649427295,
0.031662553548812866,
0.09047407656908035,
0.059641651809215546,
-0.061558715999126434,
-0.03098054975271225,
0.034230347722768784,
-0.10241951793432236,
-0.001297613838687539,
-0.06912717968225479,
0.06190096214413643,
-0.0648447722196579,
0.0232667438685894,
0.0062945084646344185,
-0.019203128293156624,
-0.06310988962650299,
0.02138786017894745,
-0.10425811260938644,
-0.022378195077180862,
0.007314629387110472,
0.011549961753189564,
0.03782004490494728,
0.0513174831867218,
0.06295003741979599,
-0.03199562057852745,
0.055600859224796295,
-0.03531430661678314,
-0.07185047119855881,
-0.04917343705892563,
0.05342156067490578,
0.036619801074266434,
0.048837922513484955,
0.061847615987062454,
-0.061818353831768036,
-0.06094196066260338,
-0.05179457738995552,
-0.06498729437589645,
0.08398034423589706,
0.043380256742239,
-0.07583191990852356,
0.0055794366635382175,
0.01666620746254921,
0.08641667664051056,
0.07637569308280945,
0.03683551028370857,
0.002193195978179574,
-0.04992593079805374,
-0.05143025517463684,
-0.04655071720480919,
0.03921050950884819,
-0.01441741269081831,
-0.034054141491651535,
0.006651196163147688,
0.015162166208028793,
0.017177700996398926,
-0.06874137371778488,
0.0394020602107048,
-0.0905529037117958,
-0.05099527910351753,
-0.014037620276212692,
0.005604860372841358,
0.040564149618148804,
-0.04549333080649376,
0.05807456001639366,
0.04040912166237831,
-0.08701998740434647,
0.040712643414735794,
-0.07095388323068619,
0.01917235180735588,
0.06111961230635643,
-0.08491061627864838,
-0.023622868582606316,
-0.04851248115301132,
-0.09285455197095871,
-0.0889713391661644,
0.038639217615127563,
0.0407123938202858,
-0.044557277113199234,
0.056633856147527695,
0.0070128245279192924,
0.07226034998893738,
-0.03436870500445366,
-0.00681733526289463,
0.009615296497941017,
0.042724672704935074,
-0.051777150481939316,
0.025841113179922104,
-0.06247203052043915,
-0.05587761104106903,
0.07833586633205414,
0.07706096023321152,
0.05783005431294441,
-0.07400383055210114,
-0.07231571525335312,
-0.03528004139661789,
-0.06592759490013123,
0.025530023500323296,
-0.027900775894522667,
0.0890592709183693,
-0.019302848726511,
-0.04674651846289635,
-0.048119425773620605,
-0.026384202763438225,
-0.03994108736515045,
0.013415315188467503,
0.02988184429705143,
0.03702685236930847,
-0.0020770463161170483,
0.04496783763170242,
0.0730171948671341,
0.03048764169216156,
0.08640676736831665,
0.046359334141016006,
0.09152069687843323,
-0.061433933675289154,
0.04757225885987282,
-0.06035023182630539,
-0.02142101526260376,
-0.022154154255986214,
0.1207042932510376,
0.02049681544303894,
0.018108800053596497,
0.1013408973813057,
0.02085169591009617,
0.0645674467086792,
-0.055211152881383896,
0.03383101895451546,
0.01917944848537445,
0.09069430828094482,
-0.02268041856586933,
0.05178358778357506,
0.04671157896518707,
0.0668901801109314,
-0.049021486192941666,
-0.058534618467092514,
-0.03266541659832001,
0.020246123895049095,
0.03623267263174057,
-0.06941716372966766,
-0.04138149693608284,
-0.06438783556222916,
-0.009174128994345665,
-0.012337001971900463,
-0.0641210600733757,
-0.009089916944503784,
0.0670391172170639,
-0.04860658571124077,
-0.04752592742443085,
-0.053182125091552734,
0.021398959681391716,
-0.02513662911951542,
0.02639397233724594,
-0.028268352150917053,
0.02795247547328472,
-0.07443898171186447,
0.038899533450603485,
0.07357251644134521,
-0.021905438974499702,
-0.04662375524640083,
-0.022104531526565552,
-0.10146871209144592,
-0.0770949274301529,
-0.061979394406080246,
-0.02212185226380825,
-0.02394341677427292,
0.02575673721730709,
0.0016050789272412658,
-0.010096210986375809,
-0.04074232280254364,
0.03702878952026367,
-0.052349869161844254,
-0.07822464406490326,
-0.04626922309398651,
0.03637668117880821,
-0.0178872961550951,
0.05036679655313492,
0.021781984716653824,
0.056329384446144104,
-0.020539242774248123,
-0.03940863907337189,
0.023215163499116898,
0.026178963482379913,
0.06621532887220383,
-0.0052164518274366856,
-0.03045300394296646,
0.062153808772563934,
-0.02746000327169895,
0.05738060176372528,
0.04533059149980545,
-0.06819021701812744,
-0.04614816606044769,
0.04511835053563118,
0.009851554408669472,
-0.03340304642915726,
-0.004199951887130737,
0.07555568218231201,
-0.031400904059410095,
0.005169449374079704,
0.021983670070767403,
-0.02851872891187668,
0.05456271767616272,
-0.07321948558092117,
-0.024023868143558502,
0.07026629894971848,
0.06255579739809036,
-0.061367712914943695,
-0.05201168358325958,
0.027538340538740158,
-0.02839185856282711,
-0.04865439236164093,
-0.05108208209276199,
-0.07235555350780487,
-0.07302623987197876,
-0.02561073936522007,
-0.029075659811496735,
0.06748277693986893,
0.05631037428975105,
-0.04271521791815758,
-0.051935918629169464,
-0.06576839089393616,
0.0368814580142498,
-0.06328676640987396,
0.0851275771856308,
-0.031811464577913284,
-0.007347250822931528,
0.05044153332710266,
-0.015727953985333443,
0.002553124213591218,
0.0625787004828453,
-0.041787952184677124,
-0.09126079082489014,
-0.03870188444852829,
-0.050772637128829956,
0.12298624962568283,
0.07005661725997925,
0.04311365634202957,
-0.05972811207175255,
0.021115275099873543,
0.012537232600152493,
-0.04391568899154663,
0.03882700577378273,
0.06394564360380173,
0.01610439084470272,
0.0006619584164582193,
-0.02961815521121025,
-0.03748823329806328,
-0.03839031606912613,
-0.02810506708920002,
-0.10002070665359497,
0.018210826441645622,
0.0026648184284567833,
-0.05389327555894852,
-0.053788479417562485,
-0.07353178411722183,
0.03181607276201248,
0.05771692469716072,
-0.031241124495863914,
-0.06852730363607407,
0.10776491463184357,
0.00309091922827065,
0.013092510402202606,
0.03257320076227188,
0.02150196209549904,
-0.029106872156262398,
0.010580500587821007,
0.0790473222732544,
-0.029049217700958252,
-0.10163193196058273,
-0.003561245510354638,
-0.05143764242529869,
0.021023478358983994,
-0.03698517382144928,
0.10462179780006409,
0.03639135882258415,
0.008503123186528683,
0.06931129842996597,
-0.07343743741512299,
0.026655038818717003,
-0.020217949524521828,
-0.04378063231706619,
0.022660361602902412,
0.06593803316354752,
-0.08562325686216354,
0.03342631831765175,
0.03571534901857376,
0.034643903374671936,
0.00793842040002346,
0.0200976449996233,
0.08522093296051025,
0.0795074924826622,
-0.04655939340591431,
-0.013743460178375244,
0.01734686829149723,
0.0577605664730072,
-0.023195510730147362,
0.0360276885330677,
-0.102268286049366,
-0.037208277732133865,
-0.07180079072713852,
-0.07421530783176422,
-0.013544805347919464,
-0.04510299861431122,
0.05034136027097702,
0.07703051716089249,
-0.05513991042971611,
0.020638491958379745,
0.03404351323843002,
0.02553359791636467,
0.037490226328372955,
-0.021013038232922554,
-0.037476349622011185,
0.028230762109160423,
-0.07193713635206223,
-0.03188685327768326,
0.010468963533639908,
0.03537044674158096,
-0.05825342610478401,
-0.0620327964425087,
-0.023551320657134056,
0.0159747377038002,
-0.027037763968110085,
0.04997467249631882,
-0.04688631743192673,
-0.03791828826069832,
0.0718279555439949,
-0.052724096924066544,
-0.02855386584997177,
0.00469932658597827,
0.13111001253128052,
-0.012656055390834808,
-0.003495299955829978,
0.060696378350257874,
-0.03151463717222214,
0.045131392776966095,
-0.024814143776893616,
-0.026747247204184532,
0.01995849423110485,
0.06334377080202103,
-0.017556436359882355,
-0.0405576229095459,
0.07182088494300842,
0.055964674800634384,
0.07010973244905472,
0.07297124713659286,
-0.02346464805305004,
0.018252508714795113,
0.07740041613578796,
-0.023136043921113014,
0.11309933662414551,
0.08218501508235931,
-0.05152599513530731,
0.004406442400068045,
-0.03556513786315918,
-0.01215706393122673,
-0.04395633935928345,
0.02826995961368084,
-0.05685211345553398,
-0.04477032646536827,
0.03367346525192261,
0.0464385524392128,
0.03019593469798565,
0.05802058428525925
] |
### 2D vs 3D Computer Vision
To truly appreciate the benefits of 3D computer vision, it’s essential to
understand the differences between 2D and 3D computer vision. At its core,
computer vision is a technology that processes and interprets visual data. In
2D computer vision, data is analyzed based on pixel values, colors, and
textures in a flat, two-dimensional image, much like how we view photographs.
While it has been highly successful in tasks like image recognition and
classification, it falls short when it comes to understanding spatial
relationships and depth, making it less suitable for tasks that require
accurate perception of real-world environments. By providing depth
information, 3D computer vision can address many of the limitations faced by
2D computer vision, such as understanding spatial relationships, handling
occlusion, and overcoming issues related to lighting and shadows. | scraping/output/4872459060818682608.txt | [
0.03150481358170509,
-0.043727412819862366,
-0.0548081137239933,
-0.07431823015213013,
0.007853415794670582,
0.002397805219516158,
0.05732593312859535,
0.04831325635313988,
0.08198650181293488,
-0.025611765682697296,
0.01026970986276865,
-0.010994642972946167,
0.05477974936366081,
-0.005091585218906403,
-0.005122784059494734,
0.04792601242661476,
0.027678830549120903,
-0.02670256793498993,
-0.05257273465394974,
-0.03068092279136181,
0.014430016279220581,
0.017088351771235466,
-0.0010966993868350983,
0.03594214469194412,
0.08447407931089401,
0.054261691868305206,
-0.01846744678914547,
-0.050074633210897446,
-0.0027882198337465525,
-0.0680398941040039,
-0.030668135732412338,
-0.04860794544219971,
0.05026578903198242,
-0.04688846319913864,
0.0416284017264843,
0.0444999523460865,
-0.008368836715817451,
-0.0339055061340332,
0.021375218406319618,
-0.09572774171829224,
-0.05687032639980316,
0.01519140787422657,
0.02560744434595108,
0.0731019675731659,
0.042347073554992676,
0.04545866325497627,
-0.028093628585338593,
0.0634232833981514,
-0.00593387009575963,
-0.06211400404572487,
-0.004226190969347954,
0.055977098643779755,
-0.006449019070714712,
0.07043705880641937,
0.04396774247288704,
-0.052400119602680206,
-0.059963662177324295,
-0.06404847651720047,
-0.042336203157901764,
0.0745505765080452,
0.03815515339374542,
-0.07767926901578903,
-0.0013123027747496963,
0.05158869922161102,
0.08376535773277283,
0.09756240248680115,
0.0421174094080925,
0.023899614810943604,
-0.07865579426288605,
-0.07660341262817383,
-0.045327309519052505,
0.027955373749136925,
0.041519761085510254,
-0.07832472026348114,
0.00831255130469799,
0.007076209411025047,
-0.019239895045757294,
-0.05821654573082924,
0.019476313143968582,
-0.07787279039621353,
-0.03654557093977928,
0.016483480110764503,
-0.0021628488320857286,
0.09312711656093597,
-0.044628873467445374,
0.05559086427092552,
0.06972607970237732,
-0.08555816113948822,
0.01787709631025791,
-0.03926805406808853,
0.027400795370340347,
0.0515519417822361,
-0.09828528016805649,
-0.028185289353132248,
-0.05263572931289673,
-0.06705087423324585,
-0.09231395274400711,
0.038869649171829224,
0.050944264978170395,
-0.029598483815789223,
0.05812671780586243,
-0.010952005162835121,
0.06021762266755104,
-0.01157418079674244,
-0.006426733918488026,
0.014719754457473755,
0.028691085055470467,
-0.012300210073590279,
-0.0010524013778194785,
-0.042152706533670425,
-0.00865853950381279,
0.05709175392985344,
0.06929107010364532,
0.05178473889827728,
-0.11174192279577255,
-0.04287213832139969,
-0.02540169283747673,
-0.08752328902482986,
-0.018366819247603416,
-0.003237483324483037,
0.048180367797613144,
-0.02423427812755108,
-0.04028884693980217,
-0.01813703402876854,
-0.012150201015174389,
-0.07399196177721024,
0.03149684891104698,
0.07056090980768204,
0.06379764527082443,
0.04909880459308624,
0.05248568579554558,
0.06086339056491852,
0.043711401522159576,
0.0946989431977272,
-0.002706714440137148,
0.08250883221626282,
-0.05668048560619354,
0.05297178030014038,
-0.04844260588288307,
-0.030609598383307457,
-0.04650065675377846,
0.0931776762008667,
0.00036951518268324435,
0.04574668034911156,
0.09256839007139206,
-0.009940049611032009,
0.05638926476240158,
-0.043647948652505875,
0.039896976202726364,
-0.002795265056192875,
0.054885897785425186,
-0.011801698245108128,
0.042540885508060455,
0.06858109682798386,
0.07220140844583511,
-0.018929604440927505,
-0.02910759113729,
-0.03191680088639259,
0.027751710265874863,
0.06477803736925125,
-0.061416707932949066,
-0.018992535769939423,
-0.055944573134183884,
-0.022953208535909653,
-0.010117771103978157,
-0.036273591220378876,
0.0021462489385157824,
0.07255756855010986,
-0.05303800478577614,
-0.024708200246095657,
-0.06625550240278244,
-0.006157600786536932,
-0.03561359643936157,
0.02367667853832245,
-0.008162050507962704,
0.01939883828163147,
-0.05875161662697792,
0.057018741965293884,
0.03519162908196449,
0.001349141588434577,
-0.024081209674477577,
0.014381163753569126,
-0.076179139316082,
-0.07963542640209198,
-0.08802223950624466,
-0.07788636535406113,
-0.03016655705869198,
0.020914984866976738,
0.01330909039825201,
0.010919604450464249,
0.01845749281346798,
0.05989693105220795,
-0.040668848901987076,
-0.08519886434078217,
-0.05872594937682152,
0.019236382097005844,
-0.0250715222209692,
0.06096639484167099,
0.05425946041941643,
0.04605903476476669,
-0.03239589184522629,
-0.046873267740011215,
0.027160370722413063,
0.02606513909995556,
0.04999079182744026,
-0.0067505440674722195,
-0.015412810258567333,
0.030241530388593674,
-0.04746892675757408,
0.0380227155983448,
0.056335002183914185,
-0.039807386696338654,
-0.06377552449703217,
0.03745851665735245,
0.01930905506014824,
-0.03876033425331116,
-0.05226242542266846,
0.06726303696632385,
-0.03887932002544403,
0.02489662356674671,
0.024463074281811714,
-0.049032147973775864,
0.08395428955554962,
-0.10836857557296753,
-0.01615023985505104,
0.05894170701503754,
0.09248876571655273,
-0.030247796326875687,
-0.03987271338701248,
0.03281012549996376,
0.00949019007384777,
-0.06255997717380524,
0.0029190003406256437,
-0.0740768238902092,
-0.05672237277030945,
-0.05707826837897301,
-0.06517402082681656,
0.040109749883413315,
0.05068603530526161,
-0.015310455113649368,
-0.05722951889038086,
-0.0897659882903099,
0.04722452536225319,
-0.08910220116376877,
0.05467547848820686,
-0.00004159027594141662,
0.004583705682307482,
0.05114953964948654,
-0.04735119268298149,
-0.034272100776433945,
0.029541335999965668,
-0.049807000905275345,
-0.0626988559961319,
-0.05403053015470505,
-0.07879485189914703,
0.10712631791830063,
0.03207125514745712,
0.06740080565214157,
-0.02421315386891365,
0.01843777298927307,
0.020208846777677536,
-0.0519392266869545,
0.04880746826529503,
0.0580354779958725,
0.01309960801154375,
0.002490072278305888,
-0.008874300867319107,
-0.06618206202983856,
-0.03989320248365402,
-0.05368446186184883,
-0.1273975819349289,
0.00402806606143713,
0.004767795093357563,
-0.06635122746229172,
-0.132178395986557,
-0.0578954704105854,
0.09263109415769577,
0.04753574728965759,
-0.05426647514104843,
-0.049220383167266846,
0.080946184694767,
-0.031355224549770355,
0.02458071894943714,
0.014151099137961864,
0.041835568845272064,
-0.038583531975746155,
0.019818754866719246,
0.09218806028366089,
-0.0029489172156900167,
-0.042593035846948624,
-0.02684684470295906,
-0.05161518603563309,
0.02591078169643879,
-0.04028281942009926,
0.11626915633678436,
0.00013976193440612406,
0.011743969283998013,
0.01910119690001011,
-0.05799656733870506,
0.052066534757614136,
-0.01947595737874508,
-0.08269593119621277,
-0.00778419291600585,
0.04043981060385704,
-0.06559234112501144,
0.07814046740531921,
0.033826909959316254,
0.0007093888125382364,
0.019599365070462227,
0.02068396471440792,
0.08300793915987015,
0.06880249828100204,
-0.0626896545290947,
-0.030936487019062042,
0.036262255162000656,
0.06256112456321716,
-0.03160339966416359,
0.05212539806962013,
-0.0764632523059845,
-0.029082108289003372,
-0.059629108756780624,
-0.10140334814786911,
0.012048999778926373,
-0.0711296945810318,
0.02609221078455448,
0.06736146658658981,
-0.07227039337158203,
0.02204291708767414,
-0.016582181677222252,
0.005984136369079351,
0.045778874307870865,
-0.04476488009095192,
-0.0017731084953993559,
0.07767914235591888,
-0.06128862872719765,
-0.02479519136250019,
0.011382194235920906,
0.04011494293808937,
-0.08012785017490387,
-0.012737646698951721,
-0.001507751177996397,
0.010671957395970821,
-0.027543343603610992,
0.04677143692970276,
-0.05798184499144554,
-0.04570601135492325,
0.08211463689804077,
-0.012616261839866638,
0.0004400787584017962,
0.0032606255263090134,
0.1342872530221939,
-0.030820759013295174,
0.030577776953577995,
0.0580405592918396,
-0.054566171020269394,
0.011611593887209892,
-0.06620893627405167,
-0.025103693827986717,
0.028088882565498352,
0.04950011149048805,
-0.020866235718131065,
-0.028715830296278,
0.06849678605794907,
0.060398515313863754,
0.0838422104716301,
0.060905203223228455,
-0.008699819445610046,
0.014567213132977486,
0.07104453444480896,
-0.013936099596321583,
0.1041969433426857,
0.06381502002477646,
-0.031178414821624756,
-0.038259830325841904,
-0.03915637359023094,
-0.006748491898179054,
-0.07426918298006058,
0.038851626217365265,
-0.07198406755924225,
-0.07939786463975906,
-0.0022971592843532562,
0.0395614318549633,
0.03907347843050957,
0.03702743351459503
] |
To help you see the differences between 2D and 3D computer vision, let’s use a
simple, everyday example. Picture yourself looking at a photo of a cozy living
room, complete with furniture arranged in various spots. With 2D computer
vision, it’s easy to identify and recognize the different pieces of furniture
and their colors. However, figuring out the relative distances between the
objects and their actual sizes can be tricky since there’s no depth
information. As humans, we have to rely on visual cues (Figure 2) like
shadows, perspective and overlapping objects to make sense of depth in a 2D
image; but these cues aren’t always clear-cut.
Figure 2: Monocular depth cues. For an interesting example of how perspective
and visual cues can be deceiving, check out the Ames room. | scraping/output/4872459060818682608.txt | [
0.06509501487016678,
-0.0686231181025505,
-0.06549879908561707,
-0.03645933046936989,
0.04226561263203621,
0.0029073418118059635,
0.08241438865661621,
0.05737844109535217,
0.09107411652803421,
-0.042568597942590714,
0.037710439413785934,
0.014217904768884182,
0.04055523872375488,
-0.01380129437893629,
-0.01960350200533867,
0.034057360142469406,
0.00035846568061970174,
-0.015772322192788124,
-0.07663234323263168,
-0.0321044847369194,
0.012427563779056072,
0.019654205068945885,
-0.022686980664730072,
0.04897238314151764,
0.07154376804828644,
0.03904898092150688,
-0.014457670040428638,
-0.0233790073543787,
-0.00663389265537262,
-0.04752235487103462,
-0.020950423553586006,
-0.056857116520404816,
0.02841946668922901,
-0.05525689572095871,
0.0035695373080670834,
0.01524513028562069,
-0.018519563600420952,
-0.037197746336460114,
0.012900091707706451,
-0.056971993297338486,
-0.029870567843317986,
0.03382783383131027,
0.026576338335871696,
0.0906786248087883,
0.025612248107790947,
0.03636441007256508,
-0.0368819385766983,
0.06254200637340546,
-0.01721477136015892,
-0.05055931955575943,
-0.0332643948495388,
0.05224438011646271,
-0.018280446529388428,
0.05119936913251877,
0.05943964049220085,
-0.04875800386071205,
-0.045223869383335114,
-0.057105399668216705,
-0.05017000436782837,
0.08066463470458984,
0.04427371919155121,
-0.09099831432104111,
-0.016221508383750916,
0.028914202004671097,
0.07403519004583359,
0.0680607259273529,
-0.0034760823473334312,
0.02713838964700699,
-0.08976010233163834,
-0.05776265263557434,
-0.03239825740456581,
0.017610572278499603,
0.001740691950544715,
-0.05648517608642578,
0.0022521859500557184,
0.002152801491320133,
-0.013236721977591515,
-0.04839757829904556,
0.013103482313454151,
-0.06712745875120163,
-0.038005486130714417,
0.011722946539521217,
0.007678434252738953,
0.06768649816513062,
-0.06608632206916809,
0.04484255984425545,
0.07517734169960022,
-0.08366900682449341,
0.03431171923875809,
-0.05300017073750496,
0.028569111600518227,
0.05750534310936928,
-0.07930435985326767,
-0.047969844192266464,
-0.05421126261353493,
-0.0687137022614479,
-0.10034150630235672,
0.04599245637655258,
0.04360681772232056,
-0.027375202625989914,
0.031140126287937164,
0.005284816492348909,
0.05806764215230942,
-0.0211428664624691,
-0.017349686473608017,
0.046969033777713776,
0.034862421452999115,
-0.02362014353275299,
0.01702825352549553,
-0.05703885108232498,
-0.032824620604515076,
0.05044190585613251,
0.07257547974586487,
0.052156928926706314,
-0.07999229431152344,
-0.057590629905462265,
-0.02190837450325489,
-0.06314805895090103,
-0.01396962534636259,
-0.020606456324458122,
0.05211993306875229,
-0.03986639156937599,
-0.04637761414051056,
-0.040346454828977585,
-0.008046522736549377,
-0.05844203010201454,
0.026675637811422348,
0.04841924458742142,
0.0421970970928669,
0.048325974494218826,
0.04488532990217209,
0.040827181190252304,
0.0369553305208683,
0.11379194259643555,
0.016508527100086212,
0.09471241384744644,
-0.0645032674074173,
0.04717051982879639,
-0.07053355127573013,
-0.04781760647892952,
-0.057644836604595184,
0.0751999020576477,
-0.003099276917055249,
0.05301904305815697,
0.10345170646905899,
-0.007169195916503668,
0.0649995282292366,
-0.04672819375991821,
0.023797722533345222,
0.01924843154847622,
0.05162692070007324,
-0.010506955906748772,
0.033492207527160645,
0.032629434019327164,
0.06968863308429718,
-0.05015116184949875,
-0.04642299935221672,
-0.06443804502487183,
0.03345697000622749,
0.06505286693572998,
-0.053425826132297516,
-0.02879214659333229,
-0.062320638447999954,
0.0033608106896281242,
-0.026836683973670006,
-0.02985539473593235,
0.028640324249863625,
0.08787593245506287,
-0.01530384924262762,
-0.025269562378525734,
-0.043317537754774094,
0.022054342553019524,
-0.027407275512814522,
0.02037462778389454,
-0.009974599815905094,
0.030629131942987442,
-0.06914900243282318,
0.05997232720255852,
0.021525224670767784,
0.01787198893725872,
-0.011163756251335144,
-0.012722178362309933,
-0.07868248969316483,
-0.05732177570462227,
-0.06874457001686096,
-0.0514407679438591,
-0.05823095142841339,
0.06770474463701248,
0.02489803545176983,
-0.013179217465221882,
-0.004991894122213125,
0.06479321420192719,
-0.06391029059886932,
-0.06479742377996445,
-0.04760739579796791,
0.020508423447608948,
-0.0559624619781971,
0.06314318627119064,
0.04058489948511124,
0.057091642171144485,
-0.055857788771390915,
-0.022069400176405907,
0.03071952983736992,
0.05043631047010422,
0.04388585314154625,
-0.02744416892528534,
-0.020316239446401596,
0.02449517324566841,
-0.03951135277748108,
0.06102384626865387,
0.052400846034288406,
-0.03684482350945473,
-0.037852693349123,
0.026529137045145035,
0.018932022154331207,
-0.04073704406619072,
-0.018660426139831543,
0.04925570636987686,
-0.05121435970067978,
0.035209182649850845,
0.004562844056636095,
0.0012532846303656697,
0.07832613587379456,
-0.11571893841028214,
-0.055228911340236664,
0.08741683512926102,
0.11552311480045319,
-0.019034679979085922,
-0.029411762952804565,
0.019495757296681404,
-0.018250683322548866,
-0.06550498306751251,
-0.01244265679270029,
-0.0796898901462555,
-0.04120082035660744,
-0.039961207658052444,
-0.05382515862584114,
0.03159504756331444,
0.05216402933001518,
-0.016700653359293938,
-0.05138256400823593,
-0.12133453041315079,
0.04078535735607147,
-0.053741808980703354,
0.04255466163158417,
-0.023350847885012627,
-0.005398178938776255,
0.055423393845558167,
-0.031850703060626984,
-0.028059417381882668,
0.05106967315077782,
-0.02109067514538765,
-0.10335370898246765,
-0.02979111298918724,
-0.06253555417060852,
0.09856441617012024,
0.060187701135873795,
0.05970415845513344,
-0.025872446596622467,
0.0422118604183197,
0.006916088983416557,
-0.0575852170586586,
0.0745295062661171,
0.07502564042806625,
0.01450732909142971,
0.04728306457400322,
-0.009007874876260757,
-0.05468668043613434,
-0.029817776754498482,
-0.04705653339624405,
-0.11177555471658707,
0.028357505798339844,
-0.0002926773449871689,
-0.04426291584968567,
-0.1580306738615036,
-0.03478669747710228,
0.08597966283559799,
0.04854238033294678,
-0.08146566152572632,
-0.06919597834348679,
0.06595150381326675,
-0.0006609187112189829,
0.028950782492756844,
0.029706085100769997,
0.05283198133111,
-0.05929560214281082,
0.02313806302845478,
0.09869412332773209,
0.0025136598851531744,
-0.02495061233639717,
-0.028656596317887306,
-0.037061288952827454,
0.045331306755542755,
-0.05789560452103615,
0.08416692167520523,
0.0398867167532444,
0.00002151734588551335,
0.05479786917567253,
-0.056205298751592636,
0.05366991087794304,
-0.04045552387833595,
-0.061528775840997696,
0.009119490161538124,
0.05000361427664757,
-0.09217263013124466,
0.11015818268060684,
0.01572117954492569,
0.0034914871212095022,
0.00564018078148365,
0.038070760667324066,
0.08995886147022247,
0.06290656328201294,
-0.06064968183636665,
-0.0033931792713701725,
0.057243213057518005,
0.040924545377492905,
-0.032910339534282684,
0.05855397507548332,
-0.08341705054044724,
-0.04108872637152672,
-0.041905563324689865,
-0.07589586079120636,
0.031027814373373985,
-0.07079797238111496,
-0.019112180918455124,
0.06371182948350906,
-0.07708628475666046,
0.00933658517897129,
0.012435253709554672,
0.008089128881692886,
0.03507183864712715,
-0.008868359960615635,
-0.019824447110295296,
0.04135287180542946,
-0.06001374498009682,
-0.0066106878221035,
0.006502159871160984,
0.07268943637609482,
-0.07183027267456055,
-0.05804397165775299,
0.007841774262487888,
-0.02574135549366474,
-0.05219494551420212,
0.008028112351894379,
-0.07154795527458191,
-0.07642988115549088,
0.08802592009305954,
-0.0004910553689114749,
-0.024479452520608902,
0.0325886607170105,
0.1439279466867447,
-0.02574838697910309,
0.004759573843330145,
0.043370217084884644,
-0.05967177450656891,
0.03914046660065651,
-0.0403217114508152,
-0.05182385817170143,
0.04766630381345749,
0.05080220475792885,
-0.02739837020635605,
-0.03494452312588692,
0.06659331917762756,
0.06907257437705994,
0.07721906900405884,
0.051958080381155014,
-0.01997325010597706,
0.007447171490639448,
0.05825059860944748,
-0.028557756915688515,
0.10463341325521469,
0.03138839080929756,
-0.03513554483652115,
-0.006324730813503265,
-0.023399638012051582,
-0.004951841663569212,
-0.0364815853536129,
0.043553393334150314,
-0.05287967249751091,
-0.0979953333735466,
0.014917937107384205,
0.04126415774226189,
0.05611424520611763,
0.025793354958295822
] |
Figure 2: Monocular depth cues. For an interesting example of how perspective
and visual cues can be deceiving, check out the Ames room.
Now, imagine actually stepping into that same living room. Your understanding
of the room, furniture, and their positions in relation to each other suddenly
becomes much clearer, thanks to the binocular depth cues our vision provides
(our ability to perceive depth using both eyes). This is the kind of enhanced
perception that 3D computer vision offers to machines, making it easier for
them to understand and interact with their surroundings. This ability is vital
in various tasks, including robotic navigation, object manipulation, and
accurate volume and shape measurements, enabling machines to interact with and
respond to the world more effectively. | scraping/output/4872459060818682608.txt | [
0.07106927037239075,
-0.06896531581878662,
-0.06053727865219116,
-0.061860449612140656,
0.04371591657400131,
-0.023547878488898277,
0.06015579029917717,
0.07808694988489151,
0.08852656930685043,
-0.0080539146438241,
0.038180578500032425,
0.009590794332325459,
0.04711979255080223,
-0.008214916102588177,
-0.03573444113135338,
0.029858510941267014,
0.041455525904893875,
-0.036690011620521545,
-0.077792689204216,
-0.014864720404148102,
0.008659400045871735,
0.008401242084801197,
-0.03253300115466118,
0.05977451056241989,
0.07725111395120621,
0.017223600298166275,
-0.006702124141156673,
-0.04883260279893875,
0.02833874337375164,
-0.017207825556397438,
-0.02341274730861187,
-0.023242464289069176,
0.029622267931699753,
-0.06293730437755585,
0.010748845525085926,
0.02032986655831337,
-0.045715585350990295,
-0.05591147765517235,
0.01380500104278326,
-0.05961807817220688,
-0.01924317702651024,
-0.005816958844661713,
0.01651638187468052,
0.07399217784404755,
0.04664245620369911,
0.029244523495435715,
-0.040279820561409,
0.09020329266786575,
-0.03519432246685028,
-0.03424280136823654,
-0.08404582738876343,
0.058289047330617905,
0.024132288992404938,
0.08104655146598816,
0.036011528223752975,
-0.05168972536921501,
-0.05540088564157486,
-0.05565373972058296,
-0.0446341298520565,
0.06986284255981445,
0.021939409896731377,
-0.08341610431671143,
-0.005965169053524733,
0.013063464313745499,
0.03867291659116745,
0.056863609701395035,
0.007727963849902153,
0.03532201796770096,
-0.06555303186178207,
-0.04588467255234718,
-0.04015994817018509,
0.045630957931280136,
-0.010626750066876411,
-0.040563907474279404,
0.027440549805760384,
0.05089033767580986,
-0.007722014561295509,
-0.0319596603512764,
0.041080113500356674,
-0.028569482266902924,
-0.06732062250375748,
-0.008759608492255211,
-0.0019295644015073776,
0.03660618141293526,
-0.06895976513624191,
0.07876448333263397,
0.04560089111328125,
-0.06674015522003174,
0.029231151565909386,
-0.050065815448760986,
0.028283625841140747,
0.03393496200442314,
-0.10028397291898727,
-0.04444730281829834,
-0.0886939987540245,
-0.0504838265478611,
-0.08636431396007538,
0.0379837267100811,
0.022128934040665627,
-0.031863730400800705,
0.0261679757386446,
-0.002007432281970978,
0.024843348190188408,
-0.006227854173630476,
-0.011877437122166157,
0.03189856931567192,
0.04130444675683975,
-0.029828283935785294,
0.037876274436712265,
-0.05846903473138809,
-0.04214729368686676,
0.04715011641383171,
0.07765111327171326,
0.04620244726538658,
-0.05365802347660065,
-0.07899008691310883,
-0.03231590613722801,
-0.05783558264374733,
-0.0110635319724679,
-0.04271768033504486,
0.04704863205552101,
-0.03188835829496384,
-0.03584130480885506,
-0.04222968965768814,
-0.02073431946337223,
-0.08793169260025024,
0.02867046557366848,
0.05454253777861595,
0.05059567093849182,
0.042591195553541183,
0.03623763844370842,
0.03293389081954956,
0.04031547158956528,
0.06303665786981583,
0.04713116213679314,
0.09471975266933441,
-0.08294429630041122,
0.021008091047406197,
-0.04079926386475563,
-0.052536264061927795,
-0.06659823656082153,
0.07937511801719666,
-0.016770975664258003,
0.05590219423174858,
0.10434456914663315,
0.017463350668549538,
0.07289789617061615,
-0.03036388009786606,
0.02705378644168377,
0.02201918512582779,
0.04810353368520737,
-0.014507247135043144,
0.03149021789431572,
0.02047020196914673,
0.05915822088718414,
-0.06733620166778564,
-0.06563982367515564,
-0.07045937329530716,
0.03412307798862457,
0.05957464128732681,
-0.019149769097566605,
-0.006664704997092485,
-0.09029656648635864,
0.009899609722197056,
-0.033958520740270615,
-0.03930028900504112,
0.03112744726240635,
0.10156360268592834,
-0.0323004312813282,
-0.016468219459056854,
-0.05357837304472923,
0.03456928953528404,
-0.01973249763250351,
0.007236397359520197,
0.0012121559120714664,
0.042009901255369186,
-0.028185561299324036,
0.0657598152756691,
0.020757367834448814,
0.025211557745933533,
0.006521232426166534,
0.0024127373471856117,
-0.034690193831920624,
-0.040419042110443115,
-0.08682180196046829,
-0.04497011750936508,
-0.059187132865190506,
0.06332127004861832,
-0.007194921374320984,
-0.012371454387903214,
-0.022906024008989334,
0.033047083765268326,
-0.06351087242364883,
-0.0694257989525795,
-0.05774381756782532,
0.011572333052754402,
-0.06450478732585907,
0.06773831695318222,
0.05795011296868324,
0.060187552124261856,
-0.03510642424225807,
-0.04551517590880394,
0.045449238270521164,
0.015014934353530407,
0.033051107078790665,
-0.02264607883989811,
-0.023055339232087135,
0.056654613465070724,
0.011098665185272694,
0.06783310323953629,
0.04184442386031151,
-0.06013074889779091,
-0.043292634189128876,
0.046702586114406586,
-0.009774538688361645,
-0.0332794152200222,
-0.01751691848039627,
0.07051602751016617,
-0.05951257050037384,
0.026519477367401123,
0.049415990710258484,
-0.01736307516694069,
0.04716192185878754,
-0.0939437747001648,
-0.04285995289683342,
0.09096068143844604,
0.09421872347593307,
-0.05236809700727463,
-0.05161349102854729,
0.03677663952112198,
-0.051143161952495575,
-0.010430721566081047,
-0.04662395641207695,
-0.08869122713804245,
-0.04651215672492981,
-0.05505286902189255,
-0.04451784864068031,
0.026848141103982925,
0.07403972744941711,
-0.028155548498034477,
-0.031543079763650894,
-0.08508218079805374,
0.05483414977788925,
-0.05526936426758766,
0.06586676836013794,
-0.01181594468653202,
-0.04636464640498161,
0.06490024924278259,
0.0028113655280321836,
0.01036310475319624,
0.05483779311180115,
-0.036749955266714096,
-0.11724919080734253,
-0.04037410393357277,
-0.04023889824748039,
0.08742690086364746,
0.07808901369571686,
0.06933270394802094,
-0.03727579116821289,
0.05958700180053711,
0.008337284438312054,
-0.052254244685173035,
0.06376887857913971,
0.07010538876056671,
0.01279501710087061,
0.037245623767375946,
-0.008624255657196045,
-0.05738712102174759,
-0.0261449683457613,
-0.04961124807596207,
-0.08159204572439194,
0.009941634722054005,
-0.020881349220871925,
-0.04247162118554115,
-0.118473120033741,
-0.06005676090717316,
0.0696716383099556,
0.043135955929756165,
-0.07243800908327103,
-0.05309047922492027,
0.050716474652290344,
0.0052770888432860374,
0.04956062510609627,
0.04058050364255905,
0.017194857820868492,
-0.035728540271520615,
0.01246711052954197,
0.06967160105705261,
-0.03709958493709564,
-0.0330096036195755,
-0.03264970704913139,
-0.05561721697449684,
0.03952677547931671,
-0.020170925185084343,
0.08037803322076797,
0.052244532853364944,
-0.004328054375946522,
0.0603678822517395,
-0.08988704532384872,
0.08052718639373779,
-0.03705568611621857,
-0.06033383309841156,
0.01613486371934414,
0.05779140442609787,
-0.07148309051990509,
0.08904142677783966,
0.005213239695876837,
0.015789490193128586,
0.054190825670957565,
0.04172298684716225,
0.0731777548789978,
0.0539206936955452,
-0.06915126740932465,
-0.062287408858537674,
0.06144490838050842,
0.06064630299806595,
-0.03927125781774521,
0.05341571196913719,
-0.07773936539888382,
-0.03985704109072685,
-0.04537234455347061,
-0.08342960476875305,
0.012522302567958832,
-0.06337231397628784,
-0.020438935607671738,
0.07499687373638153,
-0.06587310880422592,
-0.008564221672713757,
0.02717209793627262,
0.003636763198301196,
0.05381051450967789,
-0.009463348425924778,
-0.03611716628074646,
0.0481063574552536,
-0.0982476994395256,
0.008829168044030666,
0.02892989292740822,
0.07555155456066132,
-0.07262448966503143,
-0.06593984365463257,
-0.022306716069579124,
-0.011308124288916588,
-0.0783986747264862,
-0.0029940500389784575,
-0.07141900062561035,
-0.07695060223340988,
0.061781082302331924,
-0.017095107585191727,
-0.01750100404024124,
0.029179951176047325,
0.11693435907363892,
-0.05987318977713585,
-0.0032702689059078693,
0.06105191260576248,
-0.041222188621759415,
0.07523435354232788,
-0.04251793026924133,
-0.05197969824075699,
0.05920552834868431,
0.07444920390844345,
-0.04677104949951172,
-0.03983423486351967,
0.06090478599071503,
0.09192907065153122,
0.08170300722122192,
0.05445488914847374,
-0.008167941123247147,
0.018495865166187286,
0.05363496392965317,
-0.04240557923913002,
0.0898895412683487,
0.027285587042570114,
-0.040197454392910004,
-0.02164262719452381,
-0.024640752002596855,
-0.013357420451939106,
-0.03787093609571457,
0.04014710336923599,
-0.03772095963358879,
-0.08214493095874786,
0.020628416910767555,
0.05683878809213638,
0.0681510716676712,
0.0373363234102726
] |
The depth information provided by 3D computer vision also plays a critical
role in improving accuracy. While 2D computer vision can sometimes struggle to
differentiate between objects in a cluttered environment, 3D computer vision
leverages depth data to distinguish between them, ensuring tasks are carried
out with greater precision and reliability (Figure 3).
Figure 3: Using 3D vision to distinguish different products in a cluttered
environment (Source)
Another noteworthy advantage of 3D computer vision is its robustness to
lighting and shadows. In the world of 2D computer vision, changes in lighting
conditions and the presence of shadows can significantly impact performance,
as it relies solely on color and intensity data. However, utilizing depth
information allows us to easily overcome these issues. Overall, 3D computer
vision provides a strong resilience across a wide range of environments and
lighting conditions that allow systems to perform more consistently and
reliably. | scraping/output/4872459060818682608.txt | [
0.06055276095867157,
-0.08025915175676346,
-0.04525520280003548,
-0.07722095400094986,
0.034760672599077225,
-0.03723457083106041,
0.0912693664431572,
0.05017983913421631,
0.0632481500506401,
0.0013241146225482225,
0.023081563413143158,
-0.0036012264899909496,
0.06781238317489624,
-0.012508749030530453,
0.009749596007168293,
0.05359986051917076,
0.04537554457783699,
-0.03263669088482857,
-0.04552147909998894,
-0.06652239710092545,
0.008206642232835293,
-0.014893245883286,
-0.07330095022916794,
0.0658688023686409,
0.04543241113424301,
0.013216341845691204,
-0.06259853392839432,
-0.057184796780347824,
0.02297109179198742,
-0.052553799003362656,
-0.0498708076775074,
-0.007767918519675732,
0.03409414738416672,
-0.05982723459601402,
0.08043639361858368,
0.03707337751984596,
-0.020383788272738457,
-0.03184817358851433,
0.03292310982942581,
-0.10650795698165894,
-0.07989256829023361,
0.009011921472847462,
0.005650209728628397,
0.05415130779147148,
0.014226574450731277,
0.044807933270931244,
-0.028464192524552345,
0.0450550802052021,
-0.011655006557703018,
-0.044000692665576935,
-0.02471883036196232,
0.07032318413257599,
-0.013823077082633972,
0.07624433934688568,
0.022413432598114014,
-0.04943951591849327,
-0.054570719599723816,
-0.03357357159256935,
-0.05306689441204071,
0.08445519208908081,
0.019032659009099007,
-0.07432934641838074,
-0.017998699098825455,
0.024743037298321724,
0.0933782309293747,
0.07793615758419037,
0.04069991409778595,
0.024409953504800797,
-0.10187458992004395,
-0.09090078622102737,
-0.03407301381230354,
0.013756933622062206,
0.028475617989897728,
-0.05387530103325844,
0.0074692596681416035,
0.07088349014520645,
0.024297626689076424,
-0.01971656270325184,
0.0478893481194973,
-0.04833091422915459,
-0.07835574448108673,
0.004075104370713234,
-0.02651691809296608,
0.08241433650255203,
-0.022377680987119675,
0.044290266931056976,
0.05631241574883461,
-0.05931765213608742,
0.04140399023890495,
-0.07981982082128525,
-0.004630566108971834,
0.04120156913995743,
-0.07897110283374786,
-0.013386067003011703,
-0.08161007612943649,
-0.05657865107059479,
-0.04591168463230133,
0.042099952697753906,
0.03746766224503517,
-0.049520060420036316,
0.028181087225675583,
-0.030683523043990135,
0.040937650948762894,
-0.0021746093407273293,
-0.0031310587655752897,
0.014416893012821674,
0.053995124995708466,
-0.01724756881594658,
0.013835225254297256,
-0.03652040287852287,
-0.04389973357319832,
0.06543289124965668,
0.07604077458381653,
0.03427561745047569,
-0.06377077847719193,
-0.047987595200538635,
-0.0006978455930948257,
-0.06688442081212997,
0.006543588824570179,
-0.04411514103412628,
0.03369602933526039,
-0.05541788414120674,
-0.01566678285598755,
-0.04578513652086258,
-0.012908718548715115,
-0.08079151064157486,
0.016244245693087578,
0.02783968485891819,
0.03956013172864914,
0.060769565403461456,
0.049672931432724,
0.06940881907939911,
0.056077513843774796,
0.06808647513389587,
0.04828355461359024,
0.1084585189819336,
-0.07083851844072342,
0.02072753943502903,
-0.03573814406991005,
-0.02093060314655304,
-0.0405159518122673,
0.06554670631885529,
-0.007397966925054789,
0.052842434495687485,
0.0838569924235344,
0.027489816769957542,
0.057792119681835175,
-0.06485486030578613,
0.049066003412008286,
0.024416020140051842,
0.05795571580529213,
-0.027713989838957787,
0.04075086489319801,
0.038721293210983276,
0.1012008860707283,
-0.06187521293759346,
-0.04833194613456726,
-0.043851908296346664,
0.07450643926858902,
0.04996003955602646,
-0.07996895164251328,
-0.013775872997939587,
-0.11001398414373398,
0.005829942412674427,
-0.010372129268944263,
-0.018840765580534935,
0.01733197458088398,
0.09157022088766098,
-0.05714906007051468,
-0.01885690540075302,
-0.05957116186618805,
-0.008155517280101776,
0.01312017347663641,
0.008227975107729435,
-0.021789437159895897,
-0.02805069461464882,
-0.07316352427005768,
0.0658406913280487,
0.031885743141174316,
0.004460471216589212,
-0.028364546597003937,
0.019599664956331253,
-0.06160330772399902,
-0.0787559300661087,
-0.08823870867490768,
-0.03199262544512749,
-0.052786022424697876,
0.0302974134683609,
-0.004271048121154308,
-0.005589682143181562,
0.00782981887459755,
0.02536800689995289,
-0.0344211608171463,
-0.05684373900294304,
-0.053160183131694794,
0.07670687884092331,
-0.05726034939289093,
0.07611589133739471,
0.052112776786088943,
0.042505860328674316,
-0.0044599296525120735,
-0.03263287991285324,
0.0003725787973962724,
0.039758503437042236,
0.06492780894041061,
-0.002172780456021428,
0.011690781451761723,
0.05041223391890526,
-0.0373363196849823,
0.04500577226281166,
0.062241870909929276,
-0.07239051908254623,
-0.04231571778655052,
0.039278075098991394,
-0.004554355517029762,
-0.04177446663379669,
-0.023582197725772858,
0.07605743408203125,
-0.06282858550548553,
0.010516214184463024,
0.018846197053790092,
-0.021356387063860893,
0.0836738646030426,
-0.10555750131607056,
-0.01372983492910862,
0.047900084406137466,
0.08740299940109253,
-0.06681764870882034,
-0.008436613716185093,
0.05524567514657974,
0.008333261124789715,
-0.03724939003586769,
-0.020784813910722733,
-0.06376715749502182,
-0.05538561940193176,
-0.04141801595687866,
-0.07923833280801773,
0.013409917242825031,
0.07732599973678589,
-0.028302418068051338,
-0.017509590834379196,
-0.11036814749240875,
0.05436880141496658,
-0.06850575655698776,
0.06771042197942734,
-0.037307918071746826,
0.0041055805049836636,
0.03625958785414696,
-0.054495565593242645,
-0.014898036606609821,
-0.01477812509983778,
-0.05953296646475792,
-0.06569600850343704,
-0.026143234223127365,
-0.06058173254132271,
0.06729613989591599,
0.028087951242923737,
0.05016247183084488,
-0.05960004776716232,
0.03120764158666134,
-0.0009377120877616107,
-0.040192700922489166,
0.061281587928533554,
0.07121769338846207,
0.015235989354550838,
0.0061587803065776825,
-0.03467259928584099,
-0.051356930285692215,
-0.02445394918322563,
-0.07300588488578796,
-0.08831368386745453,
0.009020211175084114,
0.01021316647529602,
-0.04102884978055954,
-0.10676170140504837,
-0.045407701283693314,
0.11457568407058716,
0.03265611454844475,
-0.043936412781476974,
-0.0652504488825798,
0.05117691308259964,
-0.03052998147904873,
0.07763208448886871,
0.021653475239872932,
0.03839406743645668,
-0.0886538177728653,
0.0302396509796381,
0.08907093852758408,
-0.021525027230381966,
-0.035998113453388214,
-0.0438188873231411,
-0.058138422667980194,
0.04493163526058197,
-0.015826135873794556,
0.0876828134059906,
0.005521688144654036,
-0.016449280083179474,
0.042042896151542664,
-0.026877975091338158,
0.03601488843560219,
-0.004662115592509508,
-0.04806407168507576,
0.02508874610066414,
0.0681365355849266,
-0.08092081546783447,
0.05954820662736893,
0.0269914660602808,
0.013977793976664543,
-0.023458046838641167,
0.047255974262952805,
0.09102246165275574,
0.08186046779155731,
-0.05919107049703598,
-0.01055440679192543,
0.05812013894319534,
0.05926439166069031,
-0.02137492224574089,
0.022898992523550987,
-0.07038865983486176,
-0.030824357643723488,
-0.06274838000535965,
-0.06467016786336899,
0.0099947489798069,
-0.08892261236906052,
0.025052659213542938,
0.056473102420568466,
-0.0731675997376442,
-0.006467864383012056,
0.003139904700219631,
-0.006966626271605492,
0.021616922691464424,
-0.00876559503376484,
-0.029080158099532127,
0.026540612801909447,
-0.09362022578716278,
0.006923025473952293,
0.01739114709198475,
0.025524217635393143,
-0.0850898027420044,
-0.04106561094522476,
-0.0050236936658620834,
0.010458740405738354,
-0.054337941110134125,
0.02540643699467182,
-0.03033434972167015,
-0.040840402245521545,
0.055775851011276245,
-0.015036084689199924,
-0.03268053010106087,
0.044523630291223526,
0.0872470885515213,
-0.05580343306064606,
0.051091261208057404,
0.07694654166698456,
-0.06778524070978165,
0.03003295697271824,
-0.0448903888463974,
-0.06105898693203926,
0.03576301783323288,
0.09268684685230255,
-0.020055489614605904,
-0.023773059248924255,
0.06587444990873337,
0.09236577153205872,
0.10462629050016403,
0.06021291762590408,
-0.0391937717795372,
0.038547515869140625,
0.058260951191186905,
-0.008275813423097134,
0.09801901876926422,
0.06275483965873718,
-0.044537629932165146,
-0.027953950688242912,
-0.022186022251844406,
-0.019370324909687042,
-0.022196665406227112,
0.021012475714087486,
-0.06505114585161209,
-0.005300993099808693,
0.013985814526677132,
0.06034260243177414,
0.05095522478222847,
0.039727650582790375
] |
So far, we have seen that 3D vision systems offer numerous advantages over 2D
systems by providing an additional layer of information, which can improve
performance. However, they also introduce complexities in terms of hardware
setup, storage capacity, and processing times. It’s crucial to assess the
specific application needs and determine if the benefits of using 3D vision
outweigh the challenges. To help guide this decision-making process, in the
following section, we explore how 3D data unlocks new possibilities and
applications across multiple industries.
# Real-World Applications and Trends | scraping/output/4872459060818682608.txt | [
-0.017514733597636223,
-0.05612259730696678,
-0.028943227604031563,
-0.04802683740854263,
0.03729051351547241,
-0.019797898828983307,
0.04092927649617195,
0.058833446353673935,
0.0742516741156578,
0.01928647793829441,
-0.03642256557941437,
0.01758001372218132,
0.10920068621635437,
-0.054946042597293854,
-0.03460479900240898,
0.04128731042146683,
0.053197089582681656,
-0.04295786842703819,
-0.00789509154856205,
-0.029969925060868263,
0.029750637710094452,
-0.014294970780611038,
-0.045387133955955505,
0.02814335562288761,
0.11304827034473419,
0.06690862029790878,
-0.03163673356175423,
-0.05219817906618118,
0.04563236981630325,
-0.08049226552248001,
-0.03427433222532272,
-0.04295631870627403,
0.06594420969486237,
-0.03885316103696823,
0.0426005981862545,
0.017600396648049355,
-0.033494655042886734,
-0.03173976391553879,
0.02526289038360119,
-0.08487708866596222,
-0.03010869212448597,
0.01858631893992424,
0.008128088898956776,
0.04545054957270622,
-0.00371149810962379,
0.04732365906238556,
-0.02920599654316902,
0.051913004368543625,
-0.05355478450655937,
-0.03857102245092392,
-0.02729777991771698,
0.08295968919992447,
0.039318133145570755,
0.09371044486761093,
0.02821497619152069,
-0.05212673172354698,
-0.04127298295497894,
-0.0397968515753746,
-0.04022107645869255,
0.07263053953647614,
0.02262936905026436,
-0.05662309378385544,
0.026352304965257645,
0.02423422783613205,
0.08525369316339493,
0.07637530565261841,
0.017719052731990814,
0.022838503122329712,
-0.10850147902965546,
-0.0693671777844429,
-0.03985660895705223,
0.05528760328888893,
0.0012633955338969827,
-0.04381738603115082,
0.0007257763063535094,
0.041946861892938614,
0.02857222966849804,
-0.04296460747718811,
0.06348475068807602,
-0.04510123282670975,
-0.09596152603626251,
0.014865211211144924,
0.010348699986934662,
0.051056601107120514,
-0.022466102614998817,
0.06899798661470413,
0.01593511924147606,
-0.09446103870868683,
0.020574169233441353,
-0.04741736873984337,
0.019259890541434288,
0.03523744270205498,
-0.07059814780950546,
-0.03915584459900856,
-0.06781395524740219,
-0.09258449077606201,
-0.07877612859010696,
0.057310160249471664,
0.029441053047776222,
-0.029811665415763855,
0.05448639765381813,
-0.02828325144946575,
0.05670793354511261,
-0.025743596255779266,
-0.029200730845332146,
-0.024307796731591225,
0.0507785864174366,
-0.0281907320022583,
0.02864728681743145,
-0.04473302885890007,
-0.07629644870758057,
0.09036871045827866,
0.09577056765556335,
0.03591887280344963,
-0.041697584092617035,
-0.06090421974658966,
0.018028752878308296,
-0.11817409843206406,
0.03279998153448105,
-0.028410805389285088,
0.05764569714665413,
-0.015140192583203316,
-0.03308460861444473,
-0.05827484279870987,
-0.035705551505088806,
-0.05835079401731491,
0.0033742175437510014,
0.049174606800079346,
0.01282946765422821,
0.022514065727591515,
0.06402181833982468,
0.07085510343313217,
0.024072663858532906,
0.0596802644431591,
0.011591463349759579,
0.08465082198381424,
-0.07101941853761673,
0.022641822695732117,
-0.06076682731509209,
-0.00701111787930131,
-0.04400356858968735,
0.09874296933412552,
0.02183331735432148,
0.039201539009809494,
0.0721343606710434,
0.05857919901609421,
0.03612254932522774,
-0.08060787618160248,
0.038544926792383194,
0.014307867735624313,
0.05971064791083336,
-0.007939785718917847,
0.012997237965464592,
0.028718749061226845,
0.07173728942871094,
-0.05644594132900238,
-0.04738996550440788,
-0.04565718397498131,
0.07138603925704956,
0.06561357527971268,
-0.047268085181713104,
-0.041946012526750565,
-0.09372051060199738,
-0.013309603556990623,
-0.007683511357754469,
-0.04456595703959465,
0.0022420582827180624,
0.08207910507917404,
-0.041625749319791794,
-0.052748825401067734,
-0.07322821021080017,
0.03390684723854065,
-0.017428115010261536,
0.04245629906654358,
-0.029182467609643936,
0.011152009479701519,
-0.05419868230819702,
0.05034249275922775,
0.055496107786893845,
-0.01735508069396019,
-0.035924263298511505,
-0.006634640507400036,
-0.05706002935767174,
-0.09007249772548676,
-0.06219766288995743,
-0.03304663673043251,
-0.06397783011198044,
0.04591810703277588,
-0.02348117157816887,
-0.005872219335287809,
-0.01670994609594345,
0.022818071767687798,
-0.049416299909353256,
-0.10359764099121094,
-0.05865945667028427,
0.05965515226125717,
-0.028666246682405472,
0.04540475830435753,
0.04475521668791771,
0.01776990294456482,
0.03008846752345562,
-0.02767791599035263,
-0.001357300323434174,
0.009225480258464813,
0.045874591916799545,
-0.03303823620080948,
-0.02365143783390522,
0.04625121131539345,
-0.040495917201042175,
0.023289112374186516,
0.034888856112957,
-0.09161115437746048,
-0.05869031697511673,
0.026065338402986526,
0.0148243959993124,
-0.029234638437628746,
-0.055515438318252563,
0.09279744327068329,
-0.04302697628736496,
-0.006525533273816109,
0.06634315848350525,
-0.057475414127111435,
0.04878927767276764,
-0.09126187115907669,
-0.02906639315187931,
0.08519794046878815,
0.08559862524271011,
-0.0701989009976387,
-0.0017871997551992536,
0.05472050607204437,
0.018326440826058388,
-0.04977884888648987,
-0.0129891661927104,
-0.07539460062980652,
-0.06397176533937454,
-0.03120187669992447,
-0.05935875326395035,
0.05327935889363289,
0.07221047580242157,
-0.04780405014753342,
-0.06496597081422806,
-0.06839094310998917,
0.03889095038175583,
-0.09346891939640045,
0.0924103632569313,
-0.026569630950689316,
-0.03579957038164139,
0.0760839655995369,
-0.0146296676248312,
-0.04061654955148697,
0.05278262495994568,
-0.06981046497821808,
-0.08770155906677246,
-0.02213611640036106,
-0.07174182683229446,
0.07886669039726257,
0.03323163837194443,
0.046710409224033356,
-0.048484090715646744,
0.0454525351524353,
-0.01741996966302395,
-0.043180547654628754,
0.08350055664777756,
0.04363437369465828,
-0.007156434003263712,
-0.0020569998305290937,
-0.008320708759129047,
-0.056450385600328445,
-0.0523265078663826,
-0.022992407903075218,
-0.11106258630752563,
0.021154670044779778,
0.023843389004468918,
-0.06867146492004395,
-0.07249850779771805,
-0.040347591042518616,
0.08432795107364655,
0.04532546177506447,
-0.08160900324583054,
-0.07623836398124695,
0.08048420399427414,
-0.01778564043343067,
0.03307662531733513,
0.04667852446436882,
-0.0016158389626070857,
-0.05944295972585678,
0.010203413665294647,
0.09560109674930573,
-0.0010148859582841396,
-0.04090602323412895,
-0.027858655899763107,
-0.01122136227786541,
0.03985140845179558,
-0.012771742418408394,
0.09641577303409576,
0.03939191624522209,
0.003414325648918748,
0.042708877474069595,
-0.06281915307044983,
0.0426609143614769,
-0.017598606646060944,
-0.027832770720124245,
0.0341605618596077,
0.05503189563751221,
-0.06576007604598999,
0.04953179880976677,
0.009583970531821251,
0.003899285336956382,
0.00042520349961705506,
0.0659811794757843,
0.06351502239704132,
0.06501565128564835,
-0.04606384038925171,
-0.02923579327762127,
0.03155386820435524,
0.05393839627504349,
-0.008738219738006592,
0.05995587632060051,
-0.06582244485616684,
-0.011858435347676277,
-0.05320780724287033,
-0.06778246909379959,
0.0022453453857451677,
-0.0889083594083786,
0.04994784668087959,
0.07656348496675491,
-0.04789557680487633,
0.009385423734784126,
0.028051137924194336,
-0.004616912454366684,
0.05972800776362419,
-0.008757967501878738,
-0.027151258662343025,
0.036901962012052536,
-0.07401416450738907,
0.007046444341540337,
-0.008822868578135967,
0.03302271291613579,
-0.0681862086057663,
-0.03364035487174988,
0.009499169886112213,
0.014264300465583801,
-0.03646649420261383,
0.046918537467718124,
-0.020948659628629684,
-0.016107656061649323,
0.10162883996963501,
-0.03201301395893097,
-0.015190038830041885,
0.024489805102348328,
0.10779145359992981,
-0.011342842131853104,
0.035736147314310074,
0.043408241122961044,
-0.043526411056518555,
0.03348194807767868,
-0.09263709932565689,
-0.04397585615515709,
0.04046919196844101,
0.05248821899294853,
-0.02665005996823311,
-0.03297626972198486,
0.07343341410160065,
0.06468791514635086,
0.07179015874862671,
0.08834794908761978,
-0.015663988888263702,
0.022803043946623802,
0.09057780355215073,
-0.023916469886898994,
0.09077692776918411,
0.03289434313774109,
-0.026720881462097168,
-0.01340164989233017,
-0.03815489634871483,
-0.014310051687061787,
-0.009158002212643623,
0.04659681394696236,
-0.06818121671676636,
-0.016271835193037987,
0.009718251414597034,
0.05775460600852966,
0.0010390899842604995,
0.00992492400109768
] |
# Real-World Applications and Trends
3D computer vision is making a significant impact across various industries by
offering new possibilities and transforming traditional tasks. A big part of
this transformation was also possible due to the advancements in deep learning
models, where new model architectures and collection of more and more data
have been supporting significant improvements in the field. Let’s explore some
of the exciting applications and trends in several key sectors.
#### Manufacturing and Quality Control | scraping/output/4872459060818682608.txt | [
0.028958914801478386,
-0.020221702754497528,
-0.03654259443283081,
-0.043623313307762146,
0.04890817031264305,
-0.029310056939721107,
0.05544991046190262,
0.04713113605976105,
0.08901835978031158,
-0.03441023826599121,
-0.0128629170358181,
0.025351881980895996,
0.07900132238864899,
-0.06026553735136986,
-0.03544286638498306,
0.04832876846194267,
0.03846288099884987,
-0.03146950528025627,
-0.0479888953268528,
-0.02223842591047287,
0.04615121707320213,
-0.03872927278280258,
-0.01783483289182186,
0.026621874421834946,
0.09203450381755829,
0.023405006155371666,
-0.030729183927178383,
-0.029007956385612488,
0.0662938728928566,
-0.03545535355806351,
-0.04916943609714508,
-0.06358961760997772,
0.02777279168367386,
-0.059499215334653854,
0.04084089770913124,
0.029647737741470337,
-0.04633396863937378,
-0.05179180949926376,
0.013091306202113628,
-0.07835874706506729,
0.003957753069698811,
0.019579779356718063,
0.03890596330165863,
0.04974527657032013,
-0.004360905848443508,
0.05324797332286835,
-0.00021713935711886734,
0.028175704181194305,
-0.04855286329984665,
-0.06161222234368324,
-0.07858747243881226,
0.045739397406578064,
0.020030533894896507,
0.07226025313138962,
0.05720418319106102,
-0.03147820010781288,
-0.09451857209205627,
-0.052279140800237656,
-0.054155852645635605,
0.06852176040410995,
0.05854024365544319,
-0.060983896255493164,
0.049535833299160004,
0.022922122851014137,
0.12660905718803406,
0.02094644121825695,
0.028615236282348633,
0.016008863225579262,
-0.08352312445640564,
-0.061357129365205765,
-0.04775905981659889,
0.07500436156988144,
0.0032586175948381424,
-0.0501178540289402,
-0.007160838693380356,
0.02404133975505829,
-0.00559182558208704,
-0.0889834612607956,
0.022646989673376083,
-0.0475505068898201,
-0.08951985090970993,
-0.012886244803667068,
0.005645826458930969,
0.024990402162075043,
-0.018593229353427887,
0.05478299781680107,
0.05036948621273041,
-0.07679767906665802,
0.059441938996315,
-0.03648731857538223,
0.014767262153327465,
0.04787549376487732,
-0.08185705542564392,
-0.0521603487432003,
-0.07566415518522263,
-0.11140945553779602,
-0.09143970906734467,
0.04074689745903015,
0.03943246603012085,
-0.04475400969386101,
0.07123614847660065,
-0.018078455701470375,
0.02574494108557701,
-0.025324100628495216,
-0.018929241225123405,
0.026597067713737488,
0.041721802204847336,
-0.03501534089446068,
0.03741893544793129,
-0.08208343386650085,
-0.07915709912776947,
0.07158941775560379,
0.08362153172492981,
0.01576351188123226,
-0.06521321833133698,
-0.08776701241731644,
0.008370211347937584,
-0.08546798676252365,
0.053986333310604095,
-0.06125534325838089,
0.08514351397752762,
-0.009408037178218365,
-0.05140378326177597,
-0.05678408220410347,
-0.06683045625686646,
-0.030185285955667496,
0.0178216639906168,
0.012639361433684826,
0.012622593902051449,
0.01548554003238678,
0.036825161427259445,
0.07012264430522919,
0.04878178983926773,
0.0436130054295063,
0.03306673467159271,
0.0739465281367302,
-0.053065527230501175,
-0.018830448389053345,
-0.05752085894346237,
-0.02689778432250023,
-0.05163023620843887,
0.09663549810647964,
0.02426801063120365,
0.023472819477319717,
0.08523795753717422,
0.04363669082522392,
0.04603571444749832,
-0.04896458610892296,
0.05717925354838371,
0.032574061304330826,
0.06055278703570366,
-0.0036624372005462646,
0.0752558559179306,
0.01691831275820732,
0.04014474153518677,
-0.058827899396419525,
-0.03930380940437317,
-0.020605098456144333,
0.07040636241436005,
0.029433071613311768,
-0.052020978182554245,
-0.02108347788453102,
-0.08629696816205978,
0.0002779081405606121,
-0.01812918111681938,
-0.011363686062395573,
-0.002272276906296611,
0.05079765245318413,
-0.07143069803714752,
-0.02458745799958706,
-0.0808672085404396,
0.04866936430335045,
-0.04956137388944626,
0.0577542781829834,
-0.004392239265143871,
0.018255311995744705,
-0.08327308297157288,
0.036850400269031525,
0.04860544577240944,
-0.01819717139005661,
-0.07837773114442825,
-0.00831159669905901,
-0.10731402039527893,
-0.0667496770620346,
-0.08712305128574371,
-0.018912075087428093,
-0.06560979783535004,
0.021325387060642242,
-0.02419469878077507,
-0.020622873678803444,
-0.020560814067721367,
0.01691770739853382,
-0.05500360205769539,
-0.10164960473775864,
-0.06982983648777008,
0.08082690089941025,
-0.026281647384166718,
0.05180611461400986,
0.049541834741830826,
0.030340511351823807,
0.006164832040667534,
-0.025523655116558075,
0.04277424514293671,
0.03328020125627518,
0.028876757249236107,
-0.007817448116838932,
0.001501242397353053,
0.08799822628498077,
-0.026828618720173836,
0.052597776055336,
0.05892352759838104,
-0.08256098628044128,
-0.043617986142635345,
0.04529140517115593,
-0.014138851314783096,
-0.037253011018037796,
-0.02713548205792904,
0.07735387980937958,
-0.04111771285533905,
0.019900517538189888,
0.006849301513284445,
-0.022834766656160355,
0.071971595287323,
-0.04817933589220047,
-0.0366380400955677,
0.07168947160243988,
0.07913044840097427,
-0.07584782689809799,
-0.05518009513616562,
0.04563164710998535,
-0.03466092422604561,
-0.038303572684526443,
-0.010183719918131828,
-0.0510280504822731,
-0.08053556829690933,
-0.0043994770385324955,
-0.017849117517471313,
0.044403281062841415,
0.02792646735906601,
-0.003877009032294154,
-0.029521461576223373,
-0.07554971426725388,
0.059470631182193756,
-0.016898367553949356,
0.07671448588371277,
-0.019747354090213776,
-0.016714567318558693,
0.040173329412937164,
-0.03239892050623894,
-0.0002849821175914258,
0.05973675474524498,
-0.07363281399011612,
-0.10176710784435272,
-0.03773738071322441,
-0.0259271040558815,
0.08635251969099045,
0.061115313321352005,
0.07064644247293472,
-0.05916117504239082,
0.052374016493558884,
0.022256094962358475,
-0.05559181794524193,
0.05903009697794914,
0.06352755427360535,
0.033211104571819305,
-0.03957251086831093,
-0.02306688018143177,
-0.04195926710963249,
-0.07089630514383316,
-0.004393726587295532,
-0.10104077309370041,
0.004042631946504116,
-0.009220614098012447,
-0.036636412143707275,
-0.07071974128484726,
-0.03874571993947029,
0.04467910900712013,
0.05750802531838417,
-0.07599464058876038,
-0.0666346624493599,
0.08443301916122437,
0.010333333164453506,
0.01960088685154915,
0.040519922971725464,
0.01399005576968193,
-0.029211988672614098,
0.010797453112900257,
0.0689764991402626,
-0.01853661797940731,
-0.089780792593956,
-0.028076663613319397,
-0.026319924741983414,
0.028514452278614044,
-0.04780975729227066,
0.08907575160264969,
0.01665446348488331,
0.012533691711723804,
0.06289644539356232,
-0.061984218657016754,
0.015370740555226803,
0.0011349901324138045,
-0.03442830964922905,
0.022138414904475212,
0.04244237393140793,
-0.08600924164056778,
0.04976271465420723,
0.0383797325193882,
-0.011164557188749313,
0.022160422056913376,
0.04696861281991005,
0.06624986231327057,
0.08485643565654755,
-0.07144460082054138,
-0.029021428897976875,
0.05098653584718704,
0.0685977041721344,
-0.03475377336144447,
0.055070046335458755,
-0.09019318222999573,
-0.0505126528441906,
-0.046639472246170044,
-0.07769079506397247,
-0.017391210421919823,
-0.05472920462489128,
0.0487251952290535,
0.06443918496370316,
-0.07009938359260559,
-0.007082969881594181,
0.02281586453318596,
0.0362909696996212,
0.05461827665567398,
-0.05337810143828392,
-0.03317180648446083,
0.028759244829416275,
-0.03595510497689247,
-0.0430883914232254,
0.05528482049703598,
0.046448033303022385,
-0.023014677688479424,
-0.06582541018724442,
0.008468720130622387,
0.05381407588720322,
-0.05031971633434296,
0.07340314239263535,
-0.035306937992572784,
-0.0246573518961668,
0.07568436115980148,
-0.04002727195620537,
-0.053661245852708817,
0.01494193822145462,
0.06598930805921555,
-0.028865033760666847,
0.05017732083797455,
0.05576498433947563,
-0.026999162510037422,
0.062231313437223434,
-0.05080457404255867,
-0.012290866114199162,
0.05685671046376228,
0.04904269054532051,
-0.020280715078115463,
-0.011102290824055672,
0.0677914172410965,
0.08084653317928314,
0.058873724192380905,
0.06501751393079758,
-0.003429948817938566,
-0.018192172050476074,
0.08232229948043823,
-0.015381443314254284,
0.07573739439249039,
0.054677821695804596,
-0.009802821092307568,
-0.0031839627772569656,
-0.030104275792837143,
-0.021692361682653427,
-0.04473090171813965,
0.06580285727977753,
-0.06645380705595016,
-0.020070893689990044,
0.03776086866855621,
0.05529189482331276,
0.055773671716451645,
0.039553090929985046
] |
In manufacturing, 3D computer vision is enhancing robotics and automation with
depth perception, allowing robots to better understand their surroundings and
perform tasks with increased precision, such as picking and placing items or
assembling components. Inline quality control and inspection also benefit
greatly from 3D computer vision and machine learning combined. 3D deep
learning models provide us with accurate object detection and recognition,
which can easily help systems identify defects, provide accurate and precise
measurements and identify inconsistencies in manufactured products with
greater reliability. This improved accuracy leads to higher product quality
and reduced waste, which is crucial for maintaining a competitive edge in
today’s fast-paced market. The integration of 3D computer vision with emerging
technologies like Industry 4.0 and the Internet of Things (IoT) is paving the
way for smart factories. Systems are becoming faster and more efficient and we | scraping/output/4872459060818682608.txt | [
0.07473999261856079,
-0.04591044783592224,
-0.06588815897703171,
-0.06240623816847801,
0.021093355491757393,
-0.02659585326910019,
0.05239264294505119,
0.04668112471699715,
0.05177101865410805,
-0.004903504624962807,
0.012577177956700325,
0.009007341228425503,
0.062465935945510864,
-0.0707516148686409,
-0.017520548775792122,
0.05096975713968277,
0.04444209113717079,
-0.06495416164398193,
-0.0720648542046547,
-0.06500708311796188,
0.004186638630926609,
-0.026302047073841095,
-0.032456036657094955,
0.030963700264692307,
0.03229708969593048,
0.07069123536348343,
-0.05603533983230591,
-0.028582733124494553,
0.01517754327505827,
-0.04479263350367546,
-0.05123712494969368,
-0.06062722206115723,
0.06271547824144363,
-0.018802229315042496,
0.05642366781830788,
0.05000073462724686,
-0.05643429234623909,
-0.05063602700829506,
-0.017881467938423157,
-0.12104199081659317,
-0.016847848892211914,
-0.014819412492215633,
0.01760472171008587,
0.01940750703215599,
0.05424490571022034,
0.01128107588738203,
0.012982201762497425,
0.06466937810182571,
-0.015986599028110504,
-0.05197836458683014,
-0.05516626313328743,
0.04152359440922737,
0.008650819770991802,
0.07193424552679062,
0.022740190848708153,
-0.034980129450559616,
-0.06686478108167648,
-0.02389700338244438,
-0.04107541963458061,
0.08424613624811172,
0.045603591948747635,
-0.0498712994158268,
-0.023031601682305336,
0.02770203910768032,
0.10889575630426407,
0.028113439679145813,
0.03551433980464935,
0.032978132367134094,
-0.0910855084657669,
-0.07446935772895813,
-0.061729174107313156,
0.015417959541082382,
0.028681164607405663,
-0.011604555882513523,
-0.0234072208404541,
0.023559514433145523,
0.008465012535452843,
-0.08378653973340988,
0.05515182390809059,
-0.04190763086080551,
-0.0921783521771431,
-0.0036915112286806107,
-0.02177903614938259,
0.06826170533895493,
-0.04282413423061371,
0.05377529561519623,
0.04195718467235565,
-0.07883194833993912,
0.10202068090438843,
-0.02647739090025425,
0.002377738943323493,
0.05302038416266441,
-0.07502808421850204,
-0.024476755410432816,
-0.06440792977809906,
-0.0777672529220581,
-0.05623289942741394,
0.013860378414392471,
0.04326557368040085,
-0.03688884526491165,
0.04738452658057213,
-0.0012011866783723235,
0.04530269652605057,
-0.006715684663504362,
-0.01588033139705658,
0.03972537815570831,
0.034232839941978455,
-0.03579230234026909,
0.05104657635092735,
-0.06749287992715836,
-0.014148122631013393,
0.04388858377933502,
0.11466752737760544,
0.06425347179174423,
-0.06886521726846695,
-0.04032159969210625,
0.016347987577319145,
-0.033592067658901215,
0.03606629744172096,
-0.04499131813645363,
0.06314738839864731,
-0.04648791253566742,
-0.05695142596960068,
-0.03442239761352539,
-0.042308639734983444,
-0.08968871086835861,
0.004241236951202154,
0.02459188736975193,
0.07532497495412827,
0.051412928849458694,
0.004909657873213291,
0.07595477998256683,
0.046765346080064774,
0.048930369317531586,
0.06259196251630783,
0.07193928211927414,
-0.042923327535390854,
0.005993581842631102,
-0.07170917838811874,
-0.05082608759403229,
-0.05097459256649017,
0.07205713540315628,
-0.013039778918027878,
0.04257184639573097,
0.10066422820091248,
0.015442172065377235,
0.06846743822097778,
-0.07500850409269333,
0.045633714646101,
-0.0058909449726343155,
0.045950159430503845,
-0.009081216529011726,
0.0789513885974884,
0.028971590101718903,
0.09531968086957932,
-0.06564822793006897,
-0.0332828015089035,
-0.021558618173003197,
0.04633926600217819,
0.06186949089169502,
-0.04214294254779816,
-0.020025407895445824,
-0.12645983695983887,
-0.007183842360973358,
-0.0202395748347044,
0.014912322163581848,
-0.013119781389832497,
0.08838391304016113,
-0.07140679657459259,
0.024768348783254623,
-0.09175889194011688,
0.045413773506879807,
-0.037852369248867035,
-0.027467545121908188,
-0.008636962622404099,
-0.010374035686254501,
-0.028300968930125237,
0.031750377267599106,
0.06581248342990875,
0.01941576413810253,
-0.045985616743564606,
-0.002891804790124297,
-0.09468583017587662,
-0.033595044165849686,
-0.07526017725467682,
-0.03531438484787941,
-0.00839066319167614,
0.024996455758810043,
-0.04565657302737236,
-0.029172008857131004,
-0.013216501101851463,
0.02175850421190262,
-0.038081277161836624,
-0.0524471253156662,
-0.10224638134241104,
0.10109779238700867,
-0.029477735981345177,
0.07509402185678482,
0.06687704473733902,
0.03890817612409592,
-0.02679155021905899,
-0.0633479431271553,
0.00024595746072009206,
0.033180780708789825,
0.0660543143749237,
-0.004400764126330614,
-0.02689933218061924,
0.09937310963869095,
-0.016832958906888962,
0.07754714787006378,
0.06220238655805588,
-0.06585931777954102,
-0.03918660804629326,
0.054454632103443146,
0.027795428410172462,
-0.008800055831670761,
-0.014847543090581894,
0.06104334816336632,
-0.046801138669252396,
0.001910667633637786,
0.04478052631020546,
-0.018834613263607025,
0.07048708200454712,
-0.0516027957201004,
0.007587186060845852,
0.061355505138635635,
0.042753346264362335,
-0.09119724482297897,
-0.020810900256037712,
0.05327577888965607,
-0.026561619713902473,
-0.039407484233379364,
-0.019912689924240112,
-0.08531100302934647,
-0.06862162053585052,
-0.04432722181081772,
-0.060458797961473465,
0.022452516481280327,
0.04172123968601227,
-0.023562831804156303,
-0.03803025931119919,
-0.06559468060731888,
0.04010086879134178,
-0.017148321494460106,
0.06378889083862305,
-0.0033189617097377777,
-0.021115848794579506,
0.05381827801465988,
-0.035297941416502,
0.02359382063150406,
0.06388890743255615,
-0.05267143249511719,
-0.08139319717884064,
-0.03257134556770325,
-0.04559843987226486,
0.09076923131942749,
0.035470932722091675,
0.04549635574221611,
-0.050293758511543274,
0.05335322022438049,
0.023484885692596436,
-0.05412314459681511,
0.00864413008093834,
0.036545079201459885,
0.018502986058592796,
-0.0038393698632717133,
-0.022660762071609497,
-0.06228078529238701,
-0.05164772644639015,
-0.01403790432959795,
-0.111375592648983,
-0.0017614852404221892,
0.011738274246454239,
-0.04126686975359917,
-0.08463283628225327,
-0.03403804451227188,
0.0836506262421608,
0.04993537813425064,
-0.04499330371618271,
-0.08030073344707489,
0.07229612022638321,
-0.0005787422996945679,
0.06700952351093292,
0.03520241007208824,
-0.002578269224613905,
-0.07801473140716553,
0.040689095854759216,
0.11046980321407318,
-0.01728799194097519,
-0.06825216859579086,
-0.031028632074594498,
-0.035962432622909546,
0.049711454659700394,
-0.020970867946743965,
0.06604981422424316,
0.026227019727230072,
-0.005992755759507418,
0.034998174756765366,
-0.058863069862127304,
0.033712707459926605,
-0.01805945858359337,
-0.037470363080501556,
0.00007640037802048028,
0.05296768620610237,
-0.03369240090250969,
0.04837505519390106,
0.0459124781191349,
0.04265140742063522,
0.00859071221202612,
0.02024356834590435,
0.0370991975069046,
0.05654693767428398,
-0.037194594740867615,
-0.03293529152870178,
0.0002673252020031214,
0.0709046795964241,
-0.015242787078022957,
0.03654280677437782,
-0.0442657507956028,
-0.04920366778969765,
-0.11120106279850006,
-0.07110143452882767,
-0.010583859868347645,
-0.08930323272943497,
0.04989175871014595,
0.037910301238298416,
-0.05898693948984146,
0.015265894122421741,
0.02934432588517666,
-0.024564271792769432,
0.0035411727149039507,
-0.08696621656417847,
-0.020416250452399254,
0.028959328308701515,
-0.06476645916700363,
-0.014625906012952328,
0.02537497878074646,
0.05562785640358925,
-0.03912295028567314,
-0.07863664627075195,
-0.010091973468661308,
0.036549560725688934,
-0.0433027558028698,
0.06172017753124237,
-0.013654598034918308,
-0.052754975855350494,
0.05142031982541084,
-0.029851479455828667,
-0.004043578635901213,
0.03298364207148552,
0.05058508366346359,
-0.04375121742486954,
0.0718398466706276,
0.0505068339407444,
-0.04288625344634056,
0.04968567192554474,
-0.0789102241396904,
-0.06193999946117401,
0.030534958466887474,
0.0579824224114418,
-0.00860566459596157,
-0.053931549191474915,
0.08401517570018768,
0.10838975757360458,
0.08354998379945755,
0.07134510576725006,
-0.018000919371843338,
-0.00850612297654152,
0.06075876206159592,
-0.013644472695887089,
0.09590107202529907,
0.044659312814474106,
-0.03996271267533302,
-0.06372106075286865,
-0.021646922454237938,
-0.044469282031059265,
-0.01865588128566742,
0.0014565892051905394,
-0.048667363822460175,
-0.013875587843358517,
0.010570209473371506,
0.07629556208848953,
0.07781383395195007,
0.04667351022362709
] |
technologies like Industry 4.0 and the Internet of Things (IoT) is paving the
way for smart factories. Systems are becoming faster and more efficient and we
can expect to see more real-time processes integrated seamlessly into
manufacturing workflows. | scraping/output/4872459060818682608.txt | [
0.01111314445734024,
-0.0022447779774665833,
-0.05788598582148552,
-0.053457845002412796,
0.05795298516750336,
-0.03682370483875275,
0.025820322334766388,
0.02348923124372959,
0.0517561212182045,
0.012356598861515522,
-0.0031950550619512796,
0.0032796794548630714,
0.058508504182100296,
-0.03690813481807709,
0.00471092201769352,
0.07432713359594345,
0.02213398553431034,
-0.0569782629609108,
-0.02626347541809082,
-0.07195372879505157,
0.04386952519416809,
-0.005276939831674099,
-0.05097547173500061,
0.03870406001806259,
0.067315973341465,
0.0868745893239975,
-0.04001779109239578,
0.008560189977288246,
0.06521423161029816,
-0.06814298778772354,
-0.045628152787685394,
-0.07363397628068924,
0.046164464205503464,
-0.03710124269127846,
0.05918501317501068,
0.011212717741727829,
-0.03117734007537365,
-0.10660819709300995,
-0.006183801218867302,
-0.09676659107208252,
0.004435366485267878,
-0.020958134904503822,
0.03800569474697113,
0.029043320566415787,
0.019117018207907677,
0.02331477589905262,
-0.011183986440300941,
0.04296787083148956,
-0.0381678082048893,
-0.06539174914360046,
-0.08517009764909744,
0.044828519225120544,
0.028758497908711433,
0.09099208563566208,
0.03570812568068504,
-0.0234566330909729,
-0.06422661989927292,
-0.05699719861149788,
-0.04596742242574692,
0.05317910388112068,
0.02225135825574398,
-0.01621469296514988,
0.023661835119128227,
0.013202098198235035,
0.12526455521583557,
0.04165784269571304,
0.028398888185620308,
0.006169627886265516,
-0.07038429379463196,
-0.05578611418604851,
-0.049806561321020126,
0.06801223009824753,
0.0006787869497202337,
-0.02875557914376259,
-0.01599602773785591,
0.03845534101128578,
0.015341031365096569,
-0.10358954966068268,
0.02814115770161152,
-0.05858837813138962,
-0.09493615478277206,
-0.014949925243854523,
-0.0343371219933033,
0.049916528165340424,
-0.023944711312651634,
0.04564380273222923,
0.0257036741822958,
-0.08339076489210129,
0.09443173557519913,
-0.02588457614183426,
0.06647293269634247,
0.019914409145712852,
-0.08020049333572388,
-0.0469193160533905,
-0.07718797028064728,
-0.10270649194717407,
-0.07053487002849579,
0.06628184765577316,
0.049944959580898285,
-0.02892020344734192,
0.047995951026678085,
-0.023298276588320732,
0.055902156978845596,
-0.03589322045445442,
-0.01040907483547926,
0.024776065722107887,
0.07801620662212372,
-0.046271029859781265,
0.04618901386857033,
-0.0452229268848896,
-0.05576874315738678,
0.038649044930934906,
0.12387613207101822,
0.06952182203531265,
-0.04932782053947449,
-0.026403818279504776,
0.018706416711211205,
-0.06298534572124481,
0.023167483508586884,
-0.042604148387908936,
0.052406784147024155,
0.023976100608706474,
-0.03765945881605148,
-0.06794391572475433,
-0.0891847237944603,
-0.076362743973732,
0.039929743856191635,
0.014839923940598965,
0.0503905825316906,
0.05379774048924446,
0.0226186104118824,
0.04734162613749504,
0.027899306267499924,
0.012705483473837376,
0.05750313773751259,
0.08566717058420181,
-0.033991627395153046,
-0.01015560980886221,
-0.05852578952908516,
-0.04421884939074516,
-0.08613119274377823,
0.1399381458759308,
-0.020116133615374565,
0.1048935055732727,
0.06833984702825546,
0.03815416991710663,
0.05354365333914757,
-0.042963847517967224,
0.04663512483239174,
-0.03579235076904297,
0.047236885875463486,
0.006098277401179075,
0.0783843994140625,
0.012945222668349743,
0.06310438364744186,
-0.05966498702764511,
-0.04677265137434006,
0.010684572160243988,
0.0715014636516571,
0.04166634380817413,
-0.037065617740154266,
-0.04492288455367088,
-0.07980050146579742,
-0.03348708525300026,
-0.07763497531414032,
-0.0034296188969165087,
-0.013233043253421783,
0.06704355776309967,
-0.060424741357564926,
0.004675995092839003,
-0.06655161082744598,
0.0656922310590744,
-0.008540569804608822,
0.033344339579343796,
-0.019176842644810677,
0.016300644725561142,
-0.02642672136425972,
0.008009443059563637,
0.08688216656446457,
0.04715979844331741,
-0.0706392154097557,
-0.02804570458829403,
-0.06624627113342285,
-0.009832262061536312,
-0.06772838532924652,
-0.04076385125517845,
-0.018131272867321968,
0.034942928701639175,
-0.014008762314915657,
-0.0006867072661407292,
0.008672364056110382,
-0.018864627927541733,
-0.055781859904527664,
-0.059508007019758224,
-0.09695855528116226,
0.10318728536367416,
-0.052574269473552704,
0.04014525189995766,
0.07175286114215851,
0.04769323021173477,
-0.019129756838083267,
-0.021256141364574432,
0.03254154697060585,
-0.008865853771567345,
0.06315811723470688,
-0.010706363245844841,
-0.04961855337023735,
0.09126921743154526,
-0.05328431725502014,
0.013588101603090763,
0.06672649085521698,
-0.06543529033660889,
-0.055784471333026886,
0.01988617330789566,
0.034776393324136734,
-0.02173522301018238,
-0.021717581897974014,
0.07951011508703232,
-0.025051336735486984,
-0.020625881850719452,
0.04648664966225624,
-0.03683008253574371,
0.03746418654918671,
-0.07750990986824036,
-0.05118612200021744,
0.07244856655597687,
0.04562782868742943,
-0.07489819824695587,
-0.053415849804878235,
0.07828369736671448,
-0.01893441379070282,
-0.009926424361765385,
-0.02799641340970993,
-0.09033343940973282,
-0.11589418351650238,
-0.058535438030958176,
-0.0020307498052716255,
0.031039344146847725,
0.015304971486330032,
-0.025459401309490204,
-0.048672035336494446,
-0.048730283975601196,
0.03295495733618736,
-0.04564657062292099,
0.07310056686401367,
-0.014185165986418724,
-0.0013374453410506248,
0.011838223785161972,
0.014495400711894035,
0.005530859809368849,
0.08430551737546921,
-0.06473280489444733,
-0.082237109541893,
0.01951673999428749,
-0.03383210301399231,
0.05852698162198067,
0.05838245525956154,
0.08554451912641525,
-0.060421548783779144,
0.02953115664422512,
0.01723344624042511,
-0.0023628154303878546,
0.06747239083051682,
0.031616028398275375,
0.027384648099541664,
0.01578175649046898,
-0.016056956723332405,
-0.012037541717290878,
-0.07778961956501007,
-0.035248756408691406,
-0.08941100537776947,
0.0250827856361866,
0.022175714373588562,
-0.0067754387855529785,
-0.01755599118769169,
-0.020164214074611664,
0.0007491021533496678,
0.02976040355861187,
-0.025361908599734306,
-0.058857645839452744,
0.058736465871334076,
0.047612424939870834,
0.0679471343755722,
0.07619533687829971,
-0.0132963377982378,
0.0033451111521571875,
-0.006093790289014578,
0.08313838392496109,
-0.014737322926521301,
-0.0879349410533905,
-0.005177059210836887,
-0.03636757656931877,
0.05338553711771965,
-0.055444300174713135,
0.06868322193622589,
0.04862913489341736,
-0.01515926979482174,
0.06687171757221222,
-0.06252799928188324,
0.03521675243973732,
-0.003030171152204275,
-0.03231533616781235,
0.01930323988199234,
0.027833139523863792,
-0.05384933948516846,
0.035390764474868774,
0.05900070071220398,
0.011919434182345867,
0.023811131715774536,
0.005837392993271351,
0.02970418892800808,
0.05712929368019104,
-0.06121436133980751,
-0.027123233303427696,
0.028006259351968765,
0.0724969133734703,
0.0008734920411370695,
0.04618106409907341,
-0.03793143108487129,
-0.033047184348106384,
-0.0637454241514206,
-0.04851517826318741,
-0.04905187711119652,
-0.06702596694231033,
0.041277430951595306,
0.060602907091379166,
-0.07407090812921524,
-0.01177946850657463,
0.029971571639180183,
-0.03285104036331177,
0.041599173098802567,
-0.0564739853143692,
-0.04801224172115326,
0.039258912205696106,
-0.026821378618478775,
-0.03448890522122383,
0.007605657912790775,
0.07686483860015869,
-0.033097170293331146,
-0.10839530825614929,
0.006554803811013699,
0.059844788163900375,
-0.022708624601364136,
0.06112431734800339,
-0.05636965483427048,
-0.08341019600629807,
0.0007926526013761759,
-0.0187055766582489,
-0.005625832360237837,
-0.0296867024153471,
0.07318812608718872,
-0.0626378133893013,
-0.004803869873285294,
0.054971784353256226,
-0.029624931514263153,
0.05172642692923546,
-0.09327308088541031,
-0.009547006338834763,
0.054043881595134735,
0.025871628895401955,
-0.050748735666275024,
-0.0055951932445168495,
0.05092935264110565,
0.07570696622133255,
0.06723470985889435,
0.07293831557035446,
0.0018487784545868635,
0.01193399541079998,
0.04877781122922897,
0.0003568778629414737,
0.09125526994466782,
0.011440891772508621,
-0.05135020613670349,
-0.005448686424642801,
-0.045259810984134674,
-0.05810010805726051,
-0.024800864979624748,
0.0532258041203022,
-0.06774519383907318,
-0.04915226623415947,
0.02516232430934906,
0.06851362437009811,
0.060736387968063354,
0.07280979305505753
] |
Figure 4: Example of 3D quality inspection use case; measuring angle of lifted
can tabs (Source).
#### Autonomous Driving
In the automotive industry, 3D computer vision is essential for self-driving
cars, as it enables them to accurately perceive and understand their
environment. Companies like Waymo, Cruise and Zoox are using multimodal deep
learning models and advanced 3D vision technology for obstacle detection, lane
tracking, and navigation, paving the way for safer and more efficient
transportation. You can check this video for an interesting break down of how
Zoox uses computer vision to solve autonomous driving.
Figure 5: 3D mapping of surrounding environment for autonomous navigation
(Source).
#### Healthcare | scraping/output/4872459060818682608.txt | [
0.05063531920313835,
-0.049182914197444916,
-0.07448596507310867,
-0.03696044161915779,
0.06723938882350922,
0.00795130617916584,
0.05054575949907303,
0.024440156295895576,
0.03317159786820412,
-0.045663684606552124,
0.014055479317903519,
0.031039776280522346,
0.039700478315353394,
-0.05185498669743538,
-0.020028140395879745,
0.047929130494594574,
0.056443553417921066,
-0.018848124891519547,
-0.06964586675167084,
-0.013469858095049858,
0.025588788092136383,
-0.037930604070425034,
-0.006691499147564173,
0.0620725080370903,
0.09691046178340912,
0.018991032615303993,
-0.036238379776477814,
-0.01587766408920288,
-0.005125179421156645,
-0.018051184713840485,
-0.022941434755921364,
-0.059987764805555344,
0.040244922041893005,
-0.027871590107679367,
-0.006376505829393864,
0.01668805256485939,
-0.07545177638530731,
-0.0488557405769825,
0.02512427605688572,
-0.08863024413585663,
0.007618437986820936,
0.03003247268497944,
0.06675054132938385,
0.05900309979915619,
0.027390170842409134,
0.04067055508494377,
-0.006335576996207237,
0.0029672980308532715,
-0.0525403656065464,
-0.05738137289881706,
-0.05991706997156143,
0.033665549010038376,
0.018946899101138115,
0.059970077127218246,
0.05456661060452461,
-0.08106177300214767,
-0.08062007278203964,
-0.056192271411418915,
-0.034861352294683456,
0.07054243236780167,
0.03669602796435356,
-0.07839569449424744,
0.015421372838318348,
0.03952501341700554,
0.0780324935913086,
0.07623958587646484,
0.04795199632644653,
0.043803680688142776,
-0.03356833755970001,
-0.07787471264600754,
-0.03767635300755501,
0.08925385028123856,
-0.010213194414973259,
-0.05163384974002838,
0.0053641353733837605,
0.004548228811472654,
0.004180965479463339,
-0.049597106873989105,
0.04767777770757675,
-0.04306109622120857,
-0.10072952508926392,
-0.005289523396641016,
0.01009812019765377,
0.0788603201508522,
-0.053300321102142334,
0.05204681307077408,
0.06954114884138107,
-0.0792543888092041,
0.0500030592083931,
-0.01435215212404728,
0.030083067715168,
0.01766686514019966,
-0.07826151698827744,
-0.04146694019436836,
-0.0605386383831501,
-0.07758951187133789,
-0.08688808977603912,
0.04602334275841713,
0.024981630966067314,
-0.05463457107543945,
0.04653831198811531,
-0.04539377614855766,
0.04771383851766586,
0.0008951130439527333,
-0.01966749131679535,
0.021190466359257698,
0.014570661820471287,
-0.045045848935842514,
0.030514391139149666,
-0.04608900845050812,
-0.029231062158942223,
0.02553652413189411,
0.1267399787902832,
0.026292702183127403,
-0.07169077545404434,
-0.01597791351377964,
-0.011245804838836193,
-0.09886082261800766,
0.0430465005338192,
-0.02844923920929432,
0.06397216022014618,
-0.046455103904008865,
-0.047763194888830185,
-0.06613156944513321,
-0.036307819187641144,
-0.04803966358304024,
-0.025905676186084747,
-0.0011316986056044698,
0.03754284605383873,
0.008083213120698929,
0.02903136797249317,
0.08732142299413681,
0.024306047707796097,
0.06110888719558716,
0.050534967333078384,
0.11380776762962341,
-0.038883283734321594,
0.007679295260459185,
-0.014286317862570286,
-0.02429753541946411,
-0.053298767656087875,
0.10408313572406769,
0.0022855710703879595,
0.06582506000995636,
0.09134460240602493,
0.01546498667448759,
0.0875425636768341,
-0.05760370194911957,
0.048799995332956314,
0.015005582012236118,
0.07268881797790527,
-0.019186988472938538,
0.06225399672985077,
0.011683780699968338,
0.07547374069690704,
-0.0771481841802597,
-0.03463036194443703,
-0.04635922983288765,
-0.011998936533927917,
0.05670808628201485,
-0.05481304973363876,
-0.0025761930737644434,
-0.06772585213184357,
-0.014332529157400131,
-0.02983701415359974,
-0.012530863285064697,
0.004530660808086395,
0.06320739537477493,
-0.06528528034687042,
-0.01302011776715517,
-0.05744210630655289,
0.034951239824295044,
-0.04424813762307167,
0.031925491988658905,
0.007355236914008856,
0.03227989375591278,
-0.04547031223773956,
0.008070974610745907,
0.0461750365793705,
0.011936749331653118,
-0.023375453427433968,
-0.05696188285946846,
-0.06930172443389893,
-0.030286436900496483,
-0.09293955564498901,
-0.0033160101156681776,
-0.029940830543637276,
0.010186318308115005,
-0.007252262439578772,
-0.019431116059422493,
-0.02387426607310772,
0.013419716618955135,
-0.07240061461925507,
-0.07821143418550491,
-0.06768516451120377,
0.03522837534546852,
-0.0215302761644125,
0.05944417789578438,
0.07096165418624878,
0.04339351877570152,
-0.0242303516715765,
-0.056306395679712296,
0.011394941247999668,
0.06331201642751694,
0.051506705582141876,
0.00794332567602396,
-0.011026219464838505,
0.07621990144252777,
-0.035121120512485504,
0.07870962470769882,
0.011470724828541279,
-0.07441923767328262,
-0.06096464395523071,
0.04007406160235405,
-0.002889165421947837,
-0.07952939718961716,
0.012838735245168209,
0.07137151062488556,
-0.036925263702869415,
0.04320722445845604,
0.04414884001016617,
-0.018708793446421623,
0.043897319585084915,
-0.09019492566585541,
-0.03179588541388512,
0.04081163927912712,
0.07310356199741364,
-0.1059790775179863,
-0.056205153465270996,
0.06985148042440414,
-0.00447609880939126,
-0.04898786172270775,
-0.029319478198885918,
-0.06607259064912796,
-0.09160127490758896,
-0.04812759533524513,
-0.08264047652482986,
-0.0064979116432368755,
0.06471870839595795,
0.012777058407664299,
-0.09023521840572357,
-0.05106758698821068,
0.012763484381139278,
-0.033823590725660324,
0.05398249626159668,
0.004178304225206375,
-0.00554323336109519,
0.013586176559329033,
-0.028837472200393677,
0.011585751548409462,
0.07977887243032455,
-0.012360901571810246,
-0.039448317140340805,
-0.02144704759120941,
-0.029004693031311035,
0.07078488916158676,
0.03249627724289894,
0.05604447051882744,
-0.008130931295454502,
0.07632140070199966,
0.015917237848043442,
-0.08071006089448929,
0.07325896620750427,
0.03671737015247345,
0.03860606253147125,
0.0038241727743297815,
-0.029797090217471123,
-0.0847000703215599,
-0.04338178038597107,
-0.031783442944288254,
-0.06500349193811417,
0.03959978371858597,
-0.010483978316187859,
-0.06245473027229309,
-0.09800418466329575,
-0.051765769720077515,
0.06139840558171272,
0.09501238167285919,
-0.06250955909490585,
-0.06603798270225525,
0.07871874421834946,
-0.0022545838728547096,
0.060149285942316055,
0.03518538922071457,
0.03013654053211212,
-0.051387593150138855,
0.03145109489560127,
0.07353954762220383,
-0.04686494916677475,
-0.05601043254137039,
-0.032429613173007965,
-0.052276860922575,
0.07095542550086975,
-0.0375787690281868,
0.08301152288913727,
0.031468212604522705,
0.013128585182130337,
0.039041534066200256,
-0.05318962037563324,
0.014038055203855038,
-0.003081860486418009,
-0.042608603835105896,
0.031841713935136795,
0.047655846923589706,
-0.09273280203342438,
0.027933450415730476,
0.029827667400240898,
0.03218750283122063,
-0.015016427263617516,
0.015936866402626038,
0.10061335563659668,
0.09029818326234818,
-0.05151563137769699,
-0.05421599745750427,
0.0449608750641346,
0.06540963798761368,
-0.024887358769774437,
0.06708467751741409,
-0.08519552648067474,
-0.07715284824371338,
-0.028048062697052956,
-0.07385966926813126,
0.00376373203471303,
-0.07635906338691711,
0.0015872950898483396,
0.018553229048848152,
-0.04268515482544899,
0.017601577565073967,
0.05253395065665245,
-0.010767395608127117,
0.019957974553108215,
-0.03554423525929451,
-0.04931514337658882,
0.049563176929950714,
-0.062482643872499466,
-0.045976124703884125,
-0.01262097992002964,
0.039571911096572876,
-0.06079844385385513,
-0.04422168433666229,
0.026960086077451706,
0.003197961952537298,
-0.07519689947366714,
0.03292940929532051,
-0.011198658496141434,
-0.019921530038118362,
0.04308464378118515,
-0.026201456785202026,
-0.0333847850561142,
0.02665111795067787,
0.0893169641494751,
-0.05740378424525261,
0.07133075594902039,
0.09208876639604568,
-0.06605474650859833,
0.02665104903280735,
-0.05542535334825516,
-0.046820010989904404,
0.06888002157211304,
0.06683008372783661,
-0.04829137399792671,
0.008059156127274036,
0.060672491788864136,
0.08577639609575272,
0.037579797208309174,
0.08535905182361603,
0.023301687091588974,
0.03218870237469673,
0.04955894872546196,
-0.04128526896238327,
0.12089591473340988,
0.07602791488170624,
-0.023587964475154877,
-0.014117966406047344,
-0.036076951771974564,
-0.03741524741053581,
-0.030461523681879044,
0.03517585247755051,
-0.0534028559923172,
-0.0545162707567215,
0.0177078228443861,
0.043765708804130554,
0.046940531581640244,
0.04336880147457123
] |
Figure 5: 3D mapping of surrounding environment for autonomous navigation
(Source).
#### Healthcare
Various medical applications, such as surgical assistance, diagnostics, and
medical imaging make use of 3D computer vision. For example, an anatomical
visualization service¹ creates 3D models of patients’ anatomy, assisting
surgeons in planning and executing procedures. During surgery, the model can
be viewed and manipulated on a console, improving surgical accuracy and
efficiency.
Figure 6: 3D anatomical models allowing doctors to plan and execute
procedures(Source)
#### Aerial Imagery | scraping/output/4872459060818682608.txt | [
0.05758151412010193,
-0.018878595903515816,
-0.05002326890826225,
-0.068674236536026,
0.07914413511753082,
-0.015221890062093735,
0.037452828139066696,
0.04776521027088165,
0.024718983098864555,
-0.027522971853613853,
0.005356461275368929,
-0.008536155335605145,
0.0589144229888916,
-0.029795294627547264,
-0.039397235959768295,
0.08116597682237625,
0.0566692054271698,
-0.02450534887611866,
-0.03500354290008545,
-0.02333521842956543,
0.014686285518109798,
0.005669259931892157,
-0.015291026793420315,
0.03939950093626976,
0.08646905422210693,
0.028176676481962204,
0.024619074538350105,
-0.009819052182137966,
-0.003547398839145899,
-0.025110403075814247,
-0.03784652426838875,
-0.03587426617741585,
0.034360602498054504,
-0.04088928923010826,
0.026237601414322853,
0.02309781312942505,
-0.07016260921955109,
-0.06416589021682739,
0.018511230126023293,
-0.10379200428724289,
0.002802315866574645,
0.011473556980490685,
0.08741538971662521,
0.06620998680591583,
0.00008452381007373333,
0.05377382040023804,
-0.032453253865242004,
0.04995935037732124,
-0.04276924207806587,
-0.0435611717402935,
-0.04791191592812538,
0.08349041640758514,
0.033206794410943985,
0.040615975856781006,
0.0307864211499691,
-0.03678093105554581,
-0.07583373785018921,
-0.04855768755078316,
-0.06472235918045044,
0.06514035165309906,
-0.024938074871897697,
-0.08797110617160797,
-0.008320070803165436,
0.040956467390060425,
0.07371196150779724,
0.05554036423563957,
0.06636785715818405,
0.04013124108314514,
-0.05881424993276596,
-0.03739756718277931,
-0.03656329587101936,
0.06310909241437912,
0.010040334425866604,
-0.05250723287463188,
-0.009221469052135944,
0.011343559250235558,
0.0490306057035923,
-0.016464855521917343,
0.06063680723309517,
-0.04799346998333931,
-0.06530733406543732,
-0.018210986629128456,
0.01591966301202774,
0.03999827429652214,
-0.04499410465359688,
0.07492499053478241,
0.04552047699689865,
-0.06312236934900284,
0.03656676411628723,
-0.05737487971782684,
0.040965571999549866,
0.04056220501661301,
-0.10991266369819641,
-0.03266047686338425,
-0.0895165354013443,
-0.08039385080337524,
-0.11406546086072922,
0.05603047087788582,
0.07314956188201904,
-0.06560470163822174,
0.05747965723276138,
0.011480727232992649,
0.03627869114279747,
-0.05061449855566025,
-0.0279835257679224,
0.032019466161727905,
0.007308014202862978,
-0.026334773749113083,
0.005292003508657217,
-0.06014570593833923,
-0.04769081994891167,
0.0660996213555336,
0.10977087169885635,
0.013799764215946198,
-0.07639889419078827,
-0.04876185208559036,
-0.005642828065901995,
-0.08761966973543167,
0.02480354532599449,
-0.05887402221560478,
0.04643325135111809,
-0.026422664523124695,
-0.07489772140979767,
-0.07085274904966354,
-0.031494077295064926,
-0.07923612743616104,
-0.00021469911735039204,
0.039580684155225754,
0.009291106835007668,
0.008318301290273666,
0.059305280447006226,
0.07970121502876282,
0.010975743643939495,
0.04292522370815277,
0.024786600843071938,
0.10381130129098892,
-0.05307873710989952,
0.0010217184899374843,
-0.03388160467147827,
-0.024786327034235,
-0.03584885597229004,
0.11266563832759857,
-0.0011271766852587461,
0.0018986279610544443,
0.10700878500938416,
0.007651221472769976,
0.0467769093811512,
-0.05116400122642517,
0.03260356932878494,
0.04110477492213249,
0.08342427015304565,
0.010363001376390457,
0.03948190063238144,
0.03201444074511528,
0.0954226702451706,
-0.044655609875917435,
-0.02559746988117695,
-0.0697554349899292,
0.012590570375323296,
0.039105165749788284,
-0.044118888676166534,
-0.028818489983677864,
-0.08350180089473724,
-0.01316263247281313,
-0.011053689755499363,
-0.038236938416957855,
0.006103966850787401,
0.029284920543432236,
-0.019751418381929398,
-0.045443180948495865,
-0.08437919616699219,
0.048189014196395874,
-0.01472278218716383,
0.013670816086232662,
-0.00034467174555175006,
0.023918304592370987,
-0.03708205372095108,
0.03227894380688667,
0.01549405138939619,
-0.017392370849847794,
-0.019462453201413155,
-0.03183356672525406,
-0.05591437220573425,
-0.06592745333909988,
-0.08599447458982468,
-0.03496122732758522,
-0.049786366522312164,
0.024941159412264824,
-0.010177472606301308,
-0.009114967659115791,
0.015691179782152176,
0.02281860075891018,
-0.03150949999690056,
-0.11302553862333298,
-0.028926389291882515,
0.04036187380552292,
-0.03375763073563576,
0.05633305013179779,
0.05316535010933876,
0.062273088842630386,
-0.027717052027583122,
0.014102397486567497,
0.026310333982110023,
0.019778858870267868,
0.05756070837378502,
-0.017756594344973564,
0.013935481198132038,
0.07555723190307617,
-0.021483736112713814,
0.05298691242933273,
0.01608136110007763,
-0.06399977952241898,
-0.051690127700567245,
0.04274247959256172,
0.010470094159245491,
-0.0425882562994957,
0.0002722766948863864,
0.07032223045825958,
-0.06348405033349991,
0.02653207629919052,
0.029500188305974007,
0.0031448882073163986,
0.04455173388123512,
-0.1017194464802742,
-0.07624698430299759,
0.036327823996543884,
0.09042991697788239,
-0.06457065045833588,
-0.056561458855867386,
0.03724633902311325,
-0.006799660623073578,
-0.03804078325629234,
-0.020606549456715584,
-0.11212626844644547,
-0.08659863471984863,
-0.04249710217118263,
-0.06430057436227798,
-0.005863920785486698,
0.06614913791418076,
-0.016411682590842247,
-0.06610780954360962,
-0.0588730052113533,
0.012791166082024574,
-0.024725046008825302,
0.03451989218592644,
0.009161609224975109,
-0.005201234016567469,
0.03523615002632141,
-0.004812043160200119,
-0.010571528226137161,
0.047900401055812836,
-0.02832959219813347,
-0.052766114473342896,
-0.04281499981880188,
-0.04612451791763306,
0.08919039368629456,
0.04520247131586075,
0.06278777867555618,
-0.05794002115726471,
0.07540234178304672,
0.010053844191133976,
-0.05947621911764145,
0.09621082991361618,
0.07588651776313782,
0.06646927446126938,
0.004582383204251528,
-0.035606641322374344,
-0.060631781816482544,
-0.046970512717962265,
-0.03446091338992119,
-0.099213145673275,
0.01338115707039833,
-0.013116050511598587,
-0.06789784133434296,
-0.07085317373275757,
-0.06974029541015625,
0.0906929075717926,
0.10051607340574265,
-0.03411136940121651,
-0.08259867876768112,
0.05654006451368332,
0.022949591279029846,
0.056222207844257355,
0.0633804202079773,
0.06745205074548721,
-0.0406220443546772,
0.01797676458954811,
0.05927857384085655,
-0.0698741152882576,
-0.05863678455352783,
-0.00623848382383585,
-0.021660588681697845,
0.029740486294031143,
-0.03460593521595001,
0.07371290028095245,
0.04944026470184326,
0.0295957513153553,
0.047602079808712006,
-0.060456063598394394,
0.03401771932840347,
-0.012506012804806232,
-0.05498173460364342,
0.023117270320653915,
0.06302779167890549,
-0.05372996628284454,
0.0532904714345932,
0.0513073168694973,
0.04082554578781128,
0.012095815502107143,
0.029275355860590935,
0.056591957807540894,
0.016604116186499596,
-0.04965023323893547,
-0.04501485452055931,
0.014763851650059223,
0.045923467725515366,
0.0007093724561855197,
0.05049075931310654,
-0.11081703752279282,
-0.0704638734459877,
-0.059788480401039124,
-0.06917405128479004,
0.004639364778995514,
-0.0404818058013916,
0.02168017067015171,
0.02222977764904499,
-0.07260762155056,
0.013932133093476295,
-0.004584922455251217,
-0.027599278837442398,
0.044337496161460876,
-0.05169945955276489,
-0.014074094593524933,
0.06024894118309021,
-0.03128671273589134,
-0.016981719061732292,
-0.0047730570659041405,
0.04649118334054947,
-0.07728048413991928,
-0.06337257474660873,
-0.0011248739901930094,
0.024781590327620506,
-0.05527283623814583,
0.03899610415101051,
-0.021726252511143684,
-0.03929825499653816,
0.0763719379901886,
-0.04344483092427254,
-0.022952690720558167,
0.01406023744493723,
0.1445930451154709,
-0.03023812733590603,
0.05889291316270828,
0.05218684673309326,
-0.04907514154911041,
0.04141891375184059,
-0.06346829235553741,
-0.006916038691997528,
0.10259142518043518,
0.0587298683822155,
0.00041989338933490217,
-0.048792626708745956,
0.12662458419799805,
0.05619417503476143,
0.05089545622467995,
0.08072800934314728,
-0.008069511502981186,
0.006977657321840525,
0.012859522365033627,
-0.06233302876353264,
0.09270358830690384,
0.08098740130662918,
-0.034899674355983734,
0.0010246107121929526,
-0.03086070343852043,
0.00527672516182065,
-0.03840917348861694,
0.055782269686460495,
-0.05834297463297844,
-0.03435567393898964,
0.006856428924947977,
0.022468391805887222,
0.053603481501340866,
0.028166985139250755
] |
Figure 6: 3D anatomical models allowing doctors to plan and execute
procedures(Source)
#### Aerial Imagery
Drones equipped with 3D vision capabilities can provide detailed topographical
data, facilitating tasks like mapping, surveying, and environmental
monitoring². They also benefit agriculture by monitoring crop health,
analyzing soil conditions, and optimizing resource usage. This enables
precision farming practices, leading to increased yield and more sustainable
agriculture. Combining drones with 3D vision also allows for to safe
inspection of infrastructure and equipment like power grids, construction
sites and oil and gas refineries³. The 3D scanned models can be fed to a 3D
object detection
Figure 7: 3D inspection of a power grid (Source).
#### Logistics | scraping/output/4872459060818682608.txt | [
0.03472842648625374,
-0.04135556146502495,
-0.03802347555756569,
-0.08008082956075668,
0.05727801099419594,
0.02429158426821232,
0.08156822621822357,
0.03530776873230934,
0.04332692548632622,
-0.05134071037173271,
0.03673551231622696,
0.024877136573195457,
0.05164799466729164,
-0.03461642563343048,
-0.039690252393484116,
0.08897329121828079,
0.01814896985888481,
-0.04707019403576851,
-0.03485027328133583,
-0.04915232211351395,
0.014511051587760448,
-0.02649652771651745,
-0.03939042240381241,
0.03357820212841034,
0.05888444185256958,
0.06025170534849167,
-0.01528121531009674,
-0.023188071325421333,
0.013576826080679893,
-0.04826066270470619,
-0.03885767608880997,
-0.023460039868950844,
0.07252728939056396,
-0.07039636373519897,
0.03993077203631401,
0.02018042281270027,
-0.0463746152818203,
-0.07606528699398041,
0.010612323880195618,
-0.10601568222045898,
0.023058369755744934,
-0.0105529660359025,
0.028885668143630028,
0.021191386505961418,
0.005901589058339596,
0.06241617351770401,
-0.04309327155351639,
0.08151883631944656,
-0.01760714501142502,
-0.0728139877319336,
-0.04821531102061272,
0.07305802404880524,
0.02544955164194107,
0.050107620656490326,
0.028138024732470512,
-0.05059633031487465,
-0.05736023187637329,
-0.023605598136782646,
-0.05110131576657295,
0.048430394381284714,
0.03708658367395401,
-0.057931311428546906,
0.014144526794552803,
0.029612557962536812,
0.07956662774085999,
0.0686308890581131,
0.07168671488761902,
0.0523671880364418,
-0.05666863173246384,
-0.06141185015439987,
-0.07627837359905243,
0.0541800856590271,
-0.021522071212530136,
-0.020449507981538773,
-0.010442506521940231,
0.009580887854099274,
0.044209856539964676,
-0.00423383479937911,
0.044139314442873,
-0.06263184547424316,
-0.038882121443748474,
-0.014295285567641258,
-0.007279613986611366,
0.041103556752204895,
-0.058928266167640686,
0.057851992547512054,
0.02597065456211567,
-0.06116987764835358,
0.07792150229215622,
-0.053212881088256836,
0.011513973586261272,
-0.018853962421417236,
-0.08556074649095535,
-0.07932088524103165,
-0.04372088238596916,
-0.08743943274021149,
-0.09152905642986298,
0.06100763753056526,
0.07689400762319565,
-0.050099872052669525,
0.06875095516443253,
-0.016899000853300095,
0.03327231854200363,
-0.05045487731695175,
-0.05264763534069061,
0.035073503851890564,
0.044346630573272705,
-0.03754661977291107,
0.04998907446861267,
-0.06800241768360138,
-0.025491194799542427,
0.0308435820043087,
0.10804401338100433,
0.016731176525354385,
-0.06288152933120728,
-0.051661115139722824,
-0.012632607482373714,
-0.055888399481773376,
0.03393278643488884,
-0.042649704962968826,
0.05478675290942192,
-0.05863814428448677,
-0.04715017229318619,
-0.05453847348690033,
-0.054952237755060196,
-0.05269189551472664,
-0.017812374979257584,
0.014284848235547543,
0.04553843289613724,
0.0009855731623247266,
-0.005301628261804581,
0.10128869861364365,
0.004940030165016651,
0.05199752375483513,
0.046398233622312546,
0.09404478222131729,
-0.03163550794124603,
0.004948877729475498,
-0.018512235954403877,
-0.02536494843661785,
-0.03045281581580639,
0.1100212037563324,
-0.03067498654127121,
0.017949184402823448,
0.10720400512218475,
0.015302097424864769,
0.05231113359332085,
-0.06355820596218109,
0.06348662823438644,
0.010597622953355312,
0.07534214854240417,
-0.01399349607527256,
0.04681403562426567,
0.03248712792992592,
0.06963783502578735,
-0.057397082448005676,
-0.02120347134768963,
-0.09034813940525055,
0.036187656223773956,
0.05450892820954323,
-0.013535595498979092,
-0.001243733917362988,
-0.0693587064743042,
0.0027666573878377676,
-0.021591125056147575,
-0.04255426675081253,
0.013312684372067451,
0.06847412139177322,
-0.06338821351528168,
-0.020186107605695724,
-0.07496929913759232,
0.04129185155034065,
-0.01942499727010727,
0.010742239654064178,
0.00523801427334547,
0.04755058139562607,
-0.04196404293179512,
0.01887308619916439,
0.02627219818532467,
-0.014742907136678696,
-0.036812759935855865,
-0.015588845126330853,
-0.08535150438547134,
-0.061623893678188324,
-0.07506261765956879,
-0.020139263942837715,
-0.05323391035199165,
0.04710492864251137,
-0.0037468078080564737,
-0.033990878611803055,
0.02149646356701851,
0.04813678562641144,
-0.08478754758834839,
-0.08411479741334915,
-0.09029489010572433,
0.029342375695705414,
-0.048249032348394394,
0.0708271712064743,
0.05114591121673584,
0.07379616796970367,
0.005215324927121401,
-0.04387722536921501,
0.022948717698454857,
0.045946404337882996,
0.03805912286043167,
-0.04978444054722786,
-0.0016783467726781964,
0.054542917758226395,
-0.01797507144510746,
0.057818543165922165,
0.06987383961677551,
-0.09071526676416397,
-0.059793367981910706,
0.04758017510175705,
0.019026966765522957,
-0.008488676510751247,
-0.016766196116805077,
0.07018029689788818,
-0.07482076436281204,
0.054146453738212585,
0.041320521384477615,
-0.021803705021739006,
0.06518960744142532,
-0.11355939507484436,
-0.007735510356724262,
0.040444761514663696,
0.06658239662647247,
-0.09370707720518112,
-0.03622463345527649,
0.06138112396001816,
-0.04006633907556534,
-0.04242958128452301,
-0.02686520852148533,
-0.09250638633966446,
-0.06021646410226822,
-0.03445941209793091,
-0.07583680748939514,
-0.003566559636965394,
0.027908876538276672,
-0.03857171908020973,
-0.0946318730711937,
-0.056645989418029785,
0.05342424660921097,
-0.04179499298334122,
0.05829634889960289,
0.01191010419279337,
-0.0139884352684021,
0.048059750348329544,
0.012972314842045307,
0.0008242041803896427,
0.04738903045654297,
-0.03996741771697998,
-0.07179620116949081,
-0.05298057198524475,
-0.046845074743032455,
0.10261111706495285,
0.01788083091378212,
0.06362861394882202,
-0.054436154663562775,
0.04277202859520912,
0.019514702260494232,
-0.04039820656180382,
0.05494622886180878,
0.04623963311314583,
0.04022539034485817,
0.07047341763973236,
-0.01156049408018589,
-0.013501623645424843,
-0.03502954915165901,
-0.0064245183020830154,
-0.06679438799619675,
0.008168904110789299,
0.003506133332848549,
-0.08206012845039368,
-0.04364496096968651,
-0.058650922030210495,
0.05865424871444702,
0.07215234637260437,
-0.023559674620628357,
-0.024822359904646873,
0.07545238733291626,
-0.006134609691798687,
0.06985165178775787,
0.02444738894701004,
0.04039842262864113,
-0.01954292505979538,
0.03488095477223396,
0.0551287904381752,
-0.044593364000320435,
-0.10238760709762573,
-0.04116693511605263,
-0.02768445946276188,
0.046381864696741104,
-0.039993107318878174,
0.07530748099088669,
0.06654903292655945,
0.008462141267955303,
0.055107854306697845,
-0.08411861211061478,
0.03099769540131092,
-0.02093137614428997,
-0.07073739171028137,
0.021893860772252083,
0.052456628531217575,
-0.05094901844859123,
0.05510389804840088,
0.04070436954498291,
0.022270258516073227,
0.05142416059970856,
0.047352779656648636,
0.03737470880150795,
0.05143962800502777,
-0.04199087992310524,
-0.01222921907901764,
0.028442613780498505,
0.06855948269367218,
-0.004253477323800325,
0.011646311730146408,
-0.08465394377708435,
-0.04995238408446312,
-0.04517539590597153,
-0.05471005663275719,
0.01814207062125206,
-0.09038213640451431,
0.01809418387711048,
0.0607120618224144,
-0.05549512803554535,
0.0011222085449844599,
0.00027972774114459753,
-0.003367474302649498,
0.04775463789701462,
-0.054229430854320526,
-0.027428902685642242,
0.019704272970557213,
-0.05928780511021614,
-0.01470982376486063,
0.01226883102208376,
0.037794020026922226,
-0.08073451370000839,
-0.055357109755277634,
0.0493975505232811,
0.041061993688344955,
-0.06639036536216736,
0.0770423486828804,
-0.009550652466714382,
-0.03905908763408661,
0.05542503297328949,
-0.03345858305692673,
0.0023378555197268724,
0.01580803655087948,
0.0912969782948494,
-0.05457182973623276,
0.054088253527879715,
0.06682588905096054,
-0.0767785981297493,
0.032860685139894485,
-0.08500059694051743,
-0.06340065598487854,
0.06993752717971802,
0.05792291834950447,
-0.019679062068462372,
-0.04228382185101509,
0.10052283853292465,
0.038981225341558456,
0.0819314643740654,
0.07418962568044662,
-0.014558348804712296,
0.01728399284183979,
0.030101008713245392,
0.006981841288506985,
0.11128203570842743,
0.03366324305534363,
-0.007438716012984514,
-0.019246885553002357,
-0.025545304641127586,
-0.03806738927960396,
-0.04745594039559364,
0.06417527794837952,
-0.08368808031082153,
-0.03454454243183136,
-0.004949376452714205,
0.057950470596551895,
0.06119484826922417,
0.022367209196090698
] |
Figure 7: 3D inspection of a power grid (Source).
#### Logistics
Retail and logistics are also experiencing the transformative power of 3D
computer vision. In inventory management, 3D computer vision can accurately
recognize and track individual items, even in cluttered environments, making
it easier to maintain accurate stock levels and optimize warehouse
organization. Furthermore, it can be integrated in optimization problems, such
as minimizing costs of packaging and shipping operations by scanning objects
dimensions and matching it with the available packaging space (e.g. in a
container).
#### Retail | scraping/output/4872459060818682608.txt | [
0.0457928366959095,
-0.038718968629837036,
-0.05278506129980087,
-0.04823610186576843,
0.015798231586813927,
-0.027201591059565544,
0.05443177372217178,
0.030784063041210175,
0.07477565109729767,
-0.03243385627865791,
-0.02969692461192608,
0.020848914980888367,
0.08635642379522324,
-0.02390390634536743,
-0.02447955124080181,
0.0342382974922657,
0.040743544697761536,
-0.01009974256157875,
-0.030200351029634476,
-0.06458353251218796,
0.02093556523323059,
-0.010033681057393551,
-0.0069249034859240055,
0.03611143305897713,
0.09897761791944504,
0.09231288731098175,
-0.0021168221719563007,
0.0021304916590452194,
0.030840378254652023,
-0.02595970593392849,
-0.08242865651845932,
-0.03240175545215607,
0.004268505144864321,
-0.0684240534901619,
0.05485677719116211,
0.02958323247730732,
-0.05966439098119736,
-0.07766254991292953,
0.010987494140863419,
-0.10402800142765045,
0.005093593616038561,
-0.0087577560916543,
0.00916148629039526,
0.03194991126656532,
0.006671187002211809,
0.0703483521938324,
0.02400062046945095,
0.049151018261909485,
-0.028258750215172768,
-0.02395048551261425,
-0.04589139670133591,
0.07977677136659622,
-0.0023769321851432323,
0.10302877426147461,
0.03997989371418953,
-0.039230722934007645,
-0.06793785840272903,
-0.053008127957582474,
-0.054274529218673706,
0.051104724407196045,
0.019015567377209663,
-0.0844489187002182,
-0.0060751717537641525,
0.03970266506075859,
0.1304538995027542,
0.09413830935955048,
0.05042451247572899,
0.04594462364912033,
-0.08097430318593979,
-0.1004963368177414,
-0.04051737114787102,
0.06633695960044861,
0.00618498120456934,
-0.025596385821700096,
0.015268356539309025,
0.04115517809987068,
0.012391758151352406,
-0.07517468929290771,
0.031174881383776665,
-0.07873307913541794,
-0.08864034712314606,
-0.010700870305299759,
0.014507240615785122,
0.0802016407251358,
-0.04056229069828987,
0.04738316312432289,
0.052746448665857315,
-0.04894166812300682,
0.02854274772107601,
-0.034841544926166534,
0.007685699965804815,
0.03665998578071594,
-0.030431218445301056,
-0.054203279316425323,
-0.05794491991400719,
-0.09313231706619263,
-0.09575824439525604,
-0.008331522345542908,
0.04006549343466759,
-0.06776326149702072,
0.062466468662023544,
-0.04555400833487511,
0.03652855008840561,
-0.017595097422599792,
-0.02724035456776619,
0.04186500608921051,
0.022400634363293648,
-0.04862634465098381,
0.060585394501686096,
-0.07685834914445877,
-0.06413199007511139,
0.02166486345231533,
0.06939119100570679,
0.057498157024383545,
-0.03531767055392265,
-0.014825711026787758,
0.020939409732818604,
-0.04668695107102394,
0.02445489540696144,
-0.01889963075518608,
0.03868576139211655,
-0.07722167670726776,
-0.04022371023893356,
-0.042676813900470734,
-0.021428050473332405,
-0.05339324474334717,
-0.006031055934727192,
0.04583873227238655,
0.050432585179805756,
0.012157806195318699,
0.000010851328624994494,
0.07881511002779007,
0.02598237432539463,
0.05988362431526184,
0.0009132659179158509,
0.06590299308300018,
-0.04939037933945656,
0.01289171352982521,
-0.05530957132577896,
0.006333408877253532,
-0.0727880522608757,
0.1209634467959404,
-0.016904007643461227,
0.04191400855779648,
0.11611956357955933,
0.03867816925048828,
0.03915918618440628,
-0.04973875731229782,
0.06123873218894005,
0.010321462526917458,
0.07613703608512878,
-0.010541025549173355,
0.07106718420982361,
0.033989857882261276,
0.07030701637268066,
-0.03779841214418411,
-0.05820480361580849,
-0.03987491503357887,
0.06964563578367233,
0.04717136174440384,
-0.061317864805459976,
0.017228152602910995,
-0.08472419530153275,
-0.030538910999894142,
-0.031976912170648575,
-0.023111948743462563,
-0.02329409308731556,
0.07924424856901169,
-0.07797699421644211,
-0.014643030241131783,
-0.060513466596603394,
0.03515162318944931,
-0.02728711999952793,
0.018225135281682014,
-0.024906715378165245,
0.02995101362466812,
-0.03969008848071098,
0.02012420818209648,
0.020807987079024315,
-0.0019459263421595097,
-0.043501030653715134,
-0.028078848496079445,
-0.08839051425457001,
-0.07164233177900314,
-0.0956948772072792,
-0.005328447557985783,
-0.04633722081780434,
0.03889331594109535,
-0.005302809178829193,
-0.02541714534163475,
0.02409919537603855,
0.058130089193582535,
-0.07442932575941086,
-0.09916449338197708,
-0.09513166546821594,
0.0746169462800026,
-0.039256978780031204,
0.06113699823617935,
0.03983885049819946,
0.07436741143465042,
-0.04388865828514099,
-0.04460076987743378,
-0.001431604498066008,
0.031908243894577026,
0.03921704366803169,
0.00022919541515875608,
-0.014921345748007298,
0.06305880099534988,
-0.009345237165689468,
0.056485943496227264,
0.03072531148791313,
-0.08822579681873322,
-0.0326232947409153,
0.06785320490598679,
0.013666683807969093,
-0.03705752268433571,
-0.03428388386964798,
0.07072809338569641,
-0.03134869411587715,
0.06134631484746933,
0.033790040761232376,
-0.049445606768131256,
0.07146410644054413,
-0.07393726706504822,
-0.041562072932720184,
0.0017619261052459478,
0.06232145056128502,
-0.05375625193119049,
-0.060137953609228134,
0.05178897827863693,
-0.03921735659241676,
-0.055433813482522964,
-0.02086968533694744,
-0.08193740993738174,
-0.06110953167080879,
-0.03601446375250816,
-0.038848306983709335,
0.013439198024570942,
0.056129999458789825,
-0.03687385097146034,
-0.06451556831598282,
-0.07225210219621658,
0.07267100363969803,
-0.03477204591035843,
0.04571683704853058,
-0.01135085429996252,
-0.03924788534641266,
0.01707104966044426,
-0.02062140963971615,
0.011477731168270111,
0.047354768961668015,
-0.035769734531641006,
-0.07387912273406982,
-0.019714251160621643,
-0.022536711767315865,
0.1085047647356987,
0.030442748218774796,
0.051794931292533875,
-0.040823545306921005,
0.054695986211299896,
0.020196769386529922,
-0.036992937326431274,
0.06733941286802292,
0.012119452469050884,
0.04420137032866478,
0.03808034211397171,
-0.008487626910209656,
-0.04890180751681328,
-0.05611468106508255,
-0.06507859379053116,
-0.10963410139083862,
0.02502354234457016,
0.009092836640775204,
-0.06451917439699173,
-0.08445384353399277,
-0.05305875092744827,
0.07397784292697906,
0.0342206135392189,
-0.033059824258089066,
-0.07150893658399582,
0.0452083982527256,
-0.028638171032071114,
0.06328762322664261,
0.01956978440284729,
0.04903194308280945,
-0.04449550434947014,
0.04402414336800575,
0.11284221708774567,
-0.023957638069987297,
-0.0586322620511055,
-0.0400523766875267,
-0.05815781280398369,
0.02012566849589348,
-0.04970965161919594,
0.08257398009300232,
0.0397273451089859,
0.003993175458163023,
0.06457723677158356,
-0.07498429715633392,
0.014865369535982609,
-0.027677878737449646,
-0.03777490183711052,
0.004807282239198685,
0.024407310411334038,
-0.08673746883869171,
0.054078828543424606,
0.04548819735646248,
0.053004875779151917,
0.01002763956785202,
0.05417415127158165,
0.056669291108846664,
0.07200050354003906,
-0.03021189197897911,
-0.0334957018494606,
0.03151301294565201,
0.0688127875328064,
0.03601594641804695,
0.06012788414955139,
-0.048393893986940384,
-0.008474753238260746,
-0.039085548371076584,
-0.07674820721149445,
0.013001441955566406,
-0.08527626097202301,
0.038391001522541046,
0.06340491026639938,
-0.04090303182601929,
0.021184131503105164,
0.015634460374712944,
0.019487911835312843,
0.04826324060559273,
-0.04071604460477829,
-0.033271078020334244,
0.02280978485941887,
-0.061832599341869354,
-0.04484253376722336,
0.012984932400286198,
0.025497345253825188,
-0.06811653077602386,
-0.03460778295993805,
0.027900785207748413,
0.05961885675787926,
-0.03571441024541855,
0.05155656486749649,
-0.011044616810977459,
-0.0470140241086483,
0.06612503528594971,
-0.03066328912973404,
-0.02561240643262863,
0.0351497158408165,
0.08721952885389328,
-0.06634125113487244,
0.048991262912750244,
0.09452449530363083,
-0.04619872570037842,
0.03136418014764786,
-0.08272745460271835,
-0.0329216830432415,
0.04535605385899544,
0.04937441647052765,
-0.005688926205039024,
-0.014523311518132687,
0.07904103398323059,
0.059436723589897156,
0.07482974976301193,
0.04465310648083687,
-0.035240884870290756,
0.01713307574391365,
0.05744897946715355,
-0.021779488772153854,
0.10923907160758972,
0.03032173588871956,
-0.018272632732987404,
-0.055112749338150024,
-0.00433629285544157,
-0.05903111398220062,
-0.04539932683110237,
0.026170358061790466,
-0.03820221871137619,
-0.035840269178152084,
0.020397711545228958,
0.04901120066642761,
0.01522789429873228,
0.02062835358083248
] |
#### Retail
In retail, the technology is being integrated into customer-facing
applications, such as virtual fitting rooms and augmented reality shopping
experiences, offering a more engaging and personalized experience for
consumers. Apple, for example, has LiDAR⁴ integrated in their iPhones’ Pro
versions, enabling a new range of applications. The IKEA Place app, for
example, allows users to visualize products in their homes before making a
purchase (check it out in this video).
Generative AI has also been making its way into the 3D space. Deep learning
models like pix2pix3D⁵ and Imagine 3D⁶ enable the creation of 3D
representations of objects using hand-drawn labels and textual prompts,
respectively. Although still in its early stages, this technology holds the
potential to unlock intriguing use-cases within the retail sector.
Figure 8: IKEA Place app allows users to try out different furniture in their
own space (Source).
| scraping/output/4872459060818682608.txt | [
0.05200108885765076,
-0.0005862944526597857,
-0.043726447969675064,
-0.053052425384521484,
0.09707465767860413,
-0.03887234255671501,
0.023476557806134224,
0.02274472825229168,
0.04301902651786804,
-0.034310225397348404,
0.026749765500426292,
0.04551692306995392,
0.07905163615942001,
-0.02005857415497303,
-0.016377126798033714,
0.022782227024435997,
0.06275251507759094,
-0.01816990226507187,
-0.03358510509133339,
-0.007932285778224468,
0.04747407138347626,
0.010267970152199268,
-0.023891329765319824,
0.01693657785654068,
0.07335762679576874,
0.0333184152841568,
-0.005453359801322222,
0.00639474019408226,
0.06128738075494766,
-0.03458414226770401,
-0.11568155884742737,
-0.02979152463376522,
0.028531037271022797,
-0.042246509343385696,
0.06810910999774933,
0.0003451468364801258,
-0.012807274237275124,
-0.03385360538959503,
0.014805170707404613,
-0.08356944471597672,
-0.014497775584459305,
0.012966275215148926,
0.017004145309329033,
0.04732612892985344,
0.029070815071463585,
0.04324154928326607,
0.036207277327775955,
0.067591592669487,
-0.07975295931100845,
-0.04085852950811386,
-0.08899670094251633,
0.07131800800561905,
0.049768030643463135,
0.08958810567855835,
0.03471105545759201,
-0.043784141540527344,
-0.049795739352703094,
-0.06283233314752579,
-0.046743106096982956,
0.038526371121406555,
0.06843170523643494,
-0.10444078594446182,
0.04188448563218117,
0.008103529922664165,
0.09297434985637665,
0.0778275653719902,
0.037121452391147614,
0.033746492117643356,
-0.07891134172677994,
-0.04559006541967392,
-0.04030271992087364,
0.057455725967884064,
-0.015859102830290794,
-0.04380865767598152,
0.028726782649755478,
0.07550737261772156,
-0.007892703637480736,
-0.06815658509731293,
0.015520699322223663,
-0.049979984760284424,
-0.09320519119501114,
-0.01515149138867855,
-0.021143240854144096,
0.02381320483982563,
-0.05875774100422859,
0.01451574545353651,
0.04080585390329361,
-0.07439513504505157,
0.056189797818660736,
-0.047232963144779205,
0.05881146714091301,
0.03554195165634155,
-0.026506798341870308,
-0.07094235718250275,
-0.10067347437143326,
-0.06924238801002502,
-0.0634256899356842,
0.04831530153751373,
0.030500441789627075,
-0.048040859401226044,
0.06649471074342728,
-0.04359395429491997,
0.05074083432555199,
-0.04135600104928017,
-0.0007814525160938501,
0.011107385158538818,
0.04504609853029251,
-0.0808446928858757,
0.03673097863793373,
-0.05872339755296707,
-0.0771099105477333,
0.06963453441858292,
0.06423943489789963,
0.04511312395334244,
-0.08952164649963379,
-0.03421532362699509,
0.022926313802599907,
-0.11353063583374023,
0.043187882751226425,
0.004534113220870495,
0.0796172171831131,
-0.04103357717394829,
-0.05312684550881386,
-0.08111653476953506,
-0.0634203851222992,
-0.026261376217007637,
0.008044509217143059,
0.05694539472460747,
0.059141818434000015,
0.022449681535363197,
0.022011255845427513,
0.06426606327295303,
0.058410510420799255,
0.0506301075220108,
0.04859917610883713,
0.10373976826667786,
-0.06034544110298157,
-0.02019122987985611,
-0.06100379303097725,
-0.025928087532520294,
-0.04212747514247894,
0.11349361389875412,
-0.008984966203570366,
0.07844547927379608,
0.06917264312505722,
0.02446301281452179,
0.05118381604552269,
-0.04897216707468033,
0.0738496407866478,
0.039734989404678345,
0.06735312938690186,
-0.014573062770068645,
0.04834393784403801,
0.021610045805573463,
0.06689176708459854,
-0.04798031225800514,
-0.033521149307489395,
-0.05948536470532417,
0.04526207223534584,
0.04641980677843094,
-0.03541617840528488,
-0.0044021690264344215,
-0.07074776291847229,
0.010051283054053783,
-0.03815619274973869,
-0.001547897350974381,
0.00039353687316179276,
0.06885499507188797,
-0.02735682763159275,
-0.01120714284479618,
-0.10798651725053787,
0.07411064207553864,
-0.035386599600315094,
0.0505024679005146,
-0.03538033738732338,
0.03824181854724884,
-0.08340010792016983,
0.049540042877197266,
0.032033540308475494,
0.03571207448840141,
-0.03985016793012619,
-0.000011912716217921115,
-0.07103565335273743,
-0.053601182997226715,
-0.07065659761428833,
-0.038527026772499084,
-0.0734102725982666,
0.023337647318840027,
-0.01647193171083927,
-0.0421055406332016,
0.02331065759062767,
0.011538811028003693,
-0.0652061328291893,
-0.0830627828836441,
-0.07231692969799042,
0.03219758719205856,
-0.06077815219759941,
0.06402724981307983,
0.048831064254045486,
0.05313635244965553,
-0.005939854774624109,
-0.03350069746375084,
0.028202271088957787,
0.034498270601034164,
0.035944972187280655,
0.01940985769033432,
-0.011056890711188316,
0.06373756378889084,
-0.043656621128320694,
0.07550086081027985,
0.02945944108068943,
-0.03868692368268967,
-0.040077995508909225,
0.06446946412324905,
-0.007649493403732777,
-0.026867223903536797,
0.026011189445853233,
0.04333623871207237,
-0.03874138742685318,
0.03804102912545204,
0.03369635343551636,
-0.03725305572152138,
0.07584653794765472,
-0.0896439328789711,
-0.025303415954113007,
0.034415628761053085,
0.07627535611391068,
-0.04333467409014702,
-0.03825194761157036,
0.02697858214378357,
-0.07658830285072327,
-0.020552774891257286,
-0.0462401919066906,
-0.05572136864066124,
-0.05119406804442406,
-0.05182701721787453,
-0.026536287739872932,
0.022541482001543045,
0.05820460617542267,
-0.03873945027589798,
-0.04914071038365364,
-0.021936913952231407,
-0.013741228729486465,
-0.0043101124465465546,
0.04365933686494827,
-0.030483121052384377,
-0.029141409322619438,
0.001898866263218224,
0.009630916640162468,
0.004524694290012121,
0.04383696988224983,
-0.00783903244882822,
-0.0572628416121006,
-0.02131650038063526,
-0.04223191738128662,
0.05598714202642441,
0.04402589425444603,
0.0676322728395462,
-0.042154476046562195,
0.029544290155172348,
0.005685579963028431,
-0.0566147081553936,
0.03848995640873909,
0.04720166325569153,
0.04773593693971634,
-0.031991198658943176,
-0.021641651168465614,
-0.03379371017217636,
-0.08433248847723007,
-0.04841042682528496,
-0.10043191909790039,
0.07281893491744995,
-0.0029603801667690277,
-0.07181234657764435,
-0.09164068847894669,
-0.04814773425459862,
0.03829041123390198,
0.0677676722407341,
-0.04451879486441612,
-0.0034942759666591883,
0.0542319230735302,
-0.006803116761147976,
0.026547478511929512,
0.05703243240714073,
0.028458718210458755,
-0.06614387780427933,
0.017334744334220886,
0.08426714688539505,
-0.02680913545191288,
-0.04371340200304985,
-0.03767158091068268,
-0.07714511454105377,
0.031979095190763474,
-0.016718050464987755,
0.0931662917137146,
0.07870271056890488,
-0.010092586278915405,
0.049663346260786057,
-0.03673651069402695,
0.06636596471071243,
-0.02255108952522278,
-0.009393078275024891,
-0.00028184973052702844,
0.03280387446284294,
-0.06795086711645126,
0.06870342791080475,
0.04956205189228058,
0.06479690223932266,
0.025343794375658035,
-0.002201801398769021,
0.039739541709423065,
0.07174243777990341,
-0.03332670405507088,
-0.035195667296648026,
0.0507064126431942,
0.07332833856344223,
-0.02375071309506893,
0.018748225644230843,
-0.0716986283659935,
-0.03493489697575569,
-0.07491759955883026,
-0.08040853589773178,
0.006113069597631693,
-0.08402006328105927,
0.029211806133389473,
0.08441205322742462,
-0.05987456440925598,
-0.022864121943712234,
0.025901656597852707,
0.02554136887192726,
0.056203123182058334,
-0.04002641513943672,
-0.0038189259357750416,
0.015473286621272564,
-0.036346685141325,
-0.04018283635377884,
0.054554522037506104,
0.06294423341751099,
-0.08256874978542328,
-0.06003189831972122,
-0.017754318192601204,
0.006128443870693445,
-0.052160002291202545,
0.010801863856613636,
-0.030360015109181404,
-0.059041738510131836,
0.02342688851058483,
-0.06404083967208862,
-0.02427130751311779,
0.029815899208188057,
0.07681087404489517,
-0.06372523307800293,
0.006821419578045607,
0.0505710169672966,
-0.06375659257173538,
0.052056435495615005,
-0.09693507105112076,
-0.0645173117518425,
0.0780046209692955,
0.05335409566760063,
-0.02993684448301792,
-0.020060131326317787,
0.08489416539669037,
0.044782862067222595,
0.053167153149843216,
0.030006570741534233,
-0.045298974961042404,
-0.022880826145410538,
0.05469067394733429,
-0.04009526968002319,
0.07632514089345932,
0.08804498612880707,
-0.006114760413765907,
-0.006551182828843594,
-0.04234537482261658,
-0.05907689034938812,
-0.011664925143122673,
0.047615524381399155,
-0.09578294306993484,
-0.032984551042318344,
0.0195471104234457,
0.09365901350975037,
0.01249895989894867,
0.03720206394791603
] |
Figure 8: IKEA Place app allows users to try out different furniture in their
own space (Source).
As 3D computer vision continues to evolve, we can expect to see even more
innovative applications and trends emerging across various industries. The
ability to accurately perceive depth and spatial relationships not only
enhances existing processes but also unlocks new opportunities for businesses
to improve their operations and stay ahead of the competition.
### Conclusion | scraping/output/4872459060818682608.txt | [
0.03065798617899418,
-0.0249802153557539,
-0.017110854387283325,
-0.08071021735668182,
0.07896406948566437,
-0.05189868435263634,
0.0653732493519783,
0.04253275692462921,
0.03959003463387489,
-0.02337135747075081,
-0.015736998990178108,
0.033284638077020645,
0.07633602619171143,
-0.0024761403910815716,
-0.03389227017760277,
0.07156446576118469,
0.08013452589511871,
-0.030292466282844543,
-0.042554520070552826,
-0.02820756658911705,
0.03301176428794861,
0.01626814343035221,
-0.029058625921607018,
0.01848970353603363,
0.08698432147502899,
0.01908683404326439,
-0.02188536897301674,
-0.04650550335645676,
0.06301701068878174,
-0.033749304711818695,
-0.0765346884727478,
-0.028372446075081825,
0.02187894657254219,
-0.01074355747550726,
0.05940239876508713,
0.007555076852440834,
-0.06656996160745621,
-0.041661735624074936,
0.033926889300346375,
-0.10287252068519592,
-0.009557260200381279,
0.015057328157126904,
0.03940053656697273,
0.05639713630080223,
0.0549829863011837,
0.04473443329334259,
0.017402807250618935,
0.05739426985383034,
-0.06137537211179733,
-0.028556570410728455,
-0.07801152020692825,
0.08291634917259216,
0.03007163479924202,
0.06913509219884872,
0.0075781261548399925,
-0.05901460349559784,
-0.06565786153078079,
-0.040994998067617416,
-0.014799246564507484,
0.08069209009408951,
0.00230649346485734,
-0.0819869339466095,
0.028343746438622475,
-0.008144666440784931,
0.0909411758184433,
0.036497097462415695,
0.001576905371621251,
0.06006363034248352,
-0.07558895647525787,
-0.04576002061367035,
-0.04577717185020447,
0.0353708416223526,
-0.004467646591365337,
-0.03596647456288338,
0.022744297981262207,
0.04872150346636772,
-0.004381849430501461,
-0.07252848893404007,
0.02684643678367138,
-0.04348769411444664,
-0.10164672881364822,
-0.02257443219423294,
-0.015929140150547028,
-0.006967232096940279,
-0.05691008269786835,
0.036260828375816345,
0.041407275944948196,
-0.1235877200961113,
0.06102360412478447,
-0.03951064124703407,
0.04820923134684563,
0.05937390401959419,
-0.07982951402664185,
-0.04466478154063225,
-0.11886028200387955,
-0.0615161657333374,
-0.03262816369533539,
0.019992223009467125,
0.02201075106859207,
-0.05582420155405998,
0.07772299647331238,
-0.021969884634017944,
0.06324492394924164,
-0.03760956600308418,
0.017349081113934517,
0.05137038975954056,
0.03353641554713249,
-0.05388779193162918,
0.01794574037194252,
-0.07238063216209412,
-0.09009485691785812,
0.11260951310396194,
0.08233274519443512,
0.01510846707969904,
-0.06299437582492828,
-0.021161207929253578,
0.03699440881609917,
-0.13149628043174744,
0.017435677349567413,
-0.020228048786520958,
0.08897210657596588,
-0.048025280237197876,
-0.05835568532347679,
-0.06993238627910614,
-0.013642347417771816,
-0.060860760509967804,
0.048154447227716446,
0.06611117720603943,
0.04653991386294365,
0.05462260916829109,
0.04313414916396141,
0.03517512232065201,
0.06690822541713715,
0.04543113335967064,
0.03773419186472893,
0.0753760039806366,
-0.05380112677812576,
-0.023165587335824966,
-0.04947769269347191,
-0.02942936308681965,
-0.0536486990749836,
0.0695517361164093,
-0.004826933611184359,
0.08229127526283264,
0.07267595082521439,
0.02806396223604679,
0.0538683719933033,
-0.06181235983967781,
0.06265833973884583,
0.02577444724738598,
0.026840675622224808,
-0.032555945217609406,
0.015226149931550026,
0.019334005191922188,
0.055900849401950836,
-0.06125067546963692,
-0.04332928732037544,
-0.03474172577261925,
0.05583428964018822,
0.056889746338129044,
-0.05222146958112717,
0.00795084796845913,
-0.09098146855831146,
-0.007545806001871824,
-0.05376298353075981,
0.0018048096681013703,
0.03197934478521347,
0.0675511285662651,
-0.019234539940953255,
-0.013519711792469025,
-0.09790508449077606,
0.0467764288187027,
0.0002096225944114849,
0.053429052233695984,
-0.027384163811802864,
0.025705020874738693,
-0.05599064379930496,
0.033580195158720016,
0.05662290379405022,
0.013571841642260551,
-0.02444879151880741,
-0.004879295825958252,
-0.08722362667322159,
-0.08572755008935928,
-0.09418416023254395,
-0.010930931195616722,
-0.0646403506398201,
0.020554766058921814,
-0.040182437747716904,
-0.008500887081027031,
0.013709278777241707,
0.0158854853361845,
-0.04820535331964493,
-0.10680215805768967,
-0.06038392707705498,
0.04077667370438576,
-0.05400446057319641,
0.06345350295305252,
0.035693906247615814,
0.04053344205021858,
-0.021734818816184998,
-0.04394657909870148,
0.03860491141676903,
0.021110884845256805,
0.019127406179904938,
0.00004193676795694046,
0.00207496783696115,
0.05044589191675186,
-0.0437401719391346,
0.08663323521614075,
0.021788010373711586,
-0.07664548605680466,
-0.05148822441697121,
0.043325912207365036,
0.00031365486211143434,
-0.02849023975431919,
-0.0002483278512954712,
0.07955313473939896,
-0.041232407093048096,
-0.001486929482780397,
0.043649982661008835,
-0.03948327526450157,
0.061343852430582047,
-0.08638179302215576,
-0.03133440017700195,
0.0365913026034832,
0.09588372707366943,
-0.0686572939157486,
-0.006326944101601839,
0.03372836112976074,
-0.016672004014253616,
-0.039015986025333405,
-0.01225085835903883,
-0.052040647715330124,
-0.0700957402586937,
-0.06891056895256042,
-0.02370523475110531,
0.04992428421974182,
0.07830546051263809,
-0.03228084370493889,
-0.00392297375947237,
-0.03170652315020561,
0.008137056604027748,
-0.013805446214973927,
0.05131811648607254,
-0.01012515090405941,
-0.024694647639989853,
-0.013290226459503174,
-0.009188314899802208,
0.010925163514912128,
0.032755929976701736,
-0.008077681995928288,
-0.09908418357372284,
-0.026772908866405487,
-0.06298435479402542,
0.03445848822593689,
0.0514112152159214,
0.06396904587745667,
-0.05358205363154411,
0.01799146831035614,
0.006420853082090616,
-0.06999781727790833,
0.04444235935807228,
0.06957753747701645,
0.02039223350584507,
-0.010540339164435863,
-0.00790204107761383,
-0.0417451448738575,
-0.08877453953027725,
-0.035674452781677246,
-0.10889963805675507,
0.04439259693026543,
0.013288183137774467,
-0.05857676640152931,
-0.0651584342122078,
-0.03509979695081711,
0.06438589096069336,
0.03406014293432236,
-0.047695424407720566,
0.006913437508046627,
0.05932224169373512,
0.02022545598447323,
0.03794953599572182,
0.05889961123466492,
0.014038714580237865,
-0.053506530821323395,
0.023589815944433212,
0.07060939073562622,
-0.03278186172246933,
-0.0028193544130772352,
-0.036420464515686035,
-0.034518659114837646,
0.06678266078233719,
-0.04397765174508095,
0.08929229527711868,
0.04903082177042961,
0.003732798621058464,
0.045215364545583725,
-0.06669194251298904,
0.07687601447105408,
-0.019104918465018272,
-0.03223469853401184,
0.02001863531768322,
0.04200828820466995,
-0.0945352241396904,
0.07717558741569519,
0.03894674405455589,
0.027826134115457535,
0.00079875229857862,
0.04175419732928276,
0.04544450342655182,
0.07018706202507019,
-0.038303740322589874,
-0.050312116742134094,
0.06060921773314476,
0.06823763996362686,
-0.024537060409784317,
0.004102345090359449,
-0.08604193478822708,
-0.05174832046031952,
-0.04839073121547699,
-0.05051404610276222,
0.013763894326984882,
-0.09965480118989944,
0.05274716019630432,
0.0816774070262909,
-0.07113015651702881,
-0.04121093451976776,
0.015981407836079597,
0.00932152196764946,
0.060518309473991394,
-0.02481437474489212,
-0.007109201978892088,
0.03246832266449928,
-0.07407784461975098,
-0.017548037692904472,
0.022800562903285027,
0.03754467889666557,
-0.06000281870365143,
-0.07925979793071747,
-0.010001122020184994,
0.043820302933454514,
-0.03537144511938095,
0.019207045435905457,
-0.020385118201375008,
-0.05910184606909752,
0.03084239549934864,
-0.05424388870596886,
-0.021613523364067078,
0.026630235835909843,
0.07485894113779068,
-0.05729158967733383,
0.05829264223575592,
0.05809770151972771,
-0.030324596911668777,
0.06292363256216049,
-0.06466998159885406,
-0.04911227151751518,
0.08685532957315445,
0.07647723704576492,
0.013335959054529667,
-0.026608584448695183,
0.06876163184642792,
0.06009296327829361,
0.06128131225705147,
0.05431276187300682,
-0.05191316455602646,
-0.030065251514315605,
0.06826793402433395,
-0.03184669464826584,
0.07816746085882187,
0.07225022464990616,
0.00991531927138567,
-0.01977846771478653,
-0.02493252605199814,
-0.0162952933460474,
-0.04506079852581024,
0.04610833153128624,
-0.07529228925704956,
-0.039735205471515656,
0.035259272903203964,
0.0464240126311779,
0.03695029392838478,
0.014086814597249031
] |
### Conclusion
As we have seen, 3D computer vision offers a wealth of advantages over
traditional 2D computer vision, opening new doors for innovation and improved
performance across a multitude of industries. While the manufacturing sector
stands to benefit significantly from the adoption of 3D computer vision
technologies, its impact extends far beyond this industry. The future of 3D
computer vision is marked by expanding possibilities and emerging applications
in diverse sectors such as retail, logistics, and even healthcare. By
embracing this transformative technology, companies can unlock new levels of
efficiency, productivity, and innovation, leveling up not only their
operations but also the industries they serve. | scraping/output/4872459060818682608.txt | [
0.033835556358098984,
-0.06828799098730087,
-0.011677717790007591,
-0.05276082456111908,
0.05130962282419205,
-0.01870567724108696,
0.05252816900610924,
0.03329603374004364,
0.06266363710165024,
0.00033591283136047423,
-0.03995179012417793,
0.01967393048107624,
0.08755183964967728,
-0.034512944519519806,
-0.022852934896945953,
0.04557940363883972,
0.03818191960453987,
-0.047715649008750916,
-0.03714386001229286,
-0.04846286401152611,
0.043217748403549194,
-0.031875383108854294,
-0.0326010137796402,
0.03910994902253151,
0.0939498320221901,
0.06940395385026932,
-0.006676707416772842,
-0.02092875726521015,
0.021232694387435913,
-0.06884809583425522,
-0.050570882856845856,
-0.02741214632987976,
0.005321035627275705,
-0.05022747069597244,
0.015880299732089043,
0.03417250141501427,
-0.04412642493844032,
-0.053012996912002563,
0.008863897994160652,
-0.11396737396717072,
-0.009915675967931747,
0.004839769564568996,
0.039105046540498734,
0.026638880372047424,
0.012422587722539902,
0.021147500723600388,
0.025184599682688713,
0.08729880303144455,
-0.049117859452962875,
-0.04854267090559006,
-0.058486588299274445,
0.09244710952043533,
0.016896339133381844,
0.09779839962720871,
0.022413665428757668,
-0.030608143657445908,
-0.08318299800157547,
-0.03989851847290993,
-0.051540739834308624,
0.09799157828092575,
0.0016183974221348763,
-0.04951353743672371,
-0.0024375736247748137,
0.05232362076640129,
0.1053800880908966,
0.058643270283937454,
0.04765358939766884,
0.001641416922211647,
-0.08925796300172806,
-0.04785778000950813,
-0.04363562539219856,
0.07558165490627289,
0.005578154232352972,
-0.04876416176557541,
-0.0004786332428921014,
0.03387086093425751,
0.0367080420255661,
-0.05138688161969185,
0.03853493556380272,
-0.05452416092157364,
-0.09284693747758865,
-0.01155022345483303,
0.01739303395152092,
0.06782913953065872,
-0.026363618671894073,
0.07495344430208206,
0.05558088421821594,
-0.06249845027923584,
0.042704615741968155,
-0.047579698264598846,
0.006902411114424467,
0.05357664078474045,
-0.088248111307621,
-0.04433104395866394,
-0.06660648435354233,
-0.08236812800168991,
-0.10922832041978836,
0.0132713308557868,
0.04680190607905388,
-0.046515777707099915,
0.07064798474311829,
-0.022061508148908615,
0.028090311214327812,
-0.009788665920495987,
-0.007169022690504789,
0.012846659868955612,
0.0353962741792202,
-0.029257480055093765,
0.027623476460576057,
-0.06778638064861298,
-0.048931561410427094,
0.0715237483382225,
0.08304091542959213,
0.01642303727567196,
-0.06402173638343811,
-0.08468201756477356,
0.007463593501597643,
-0.06831599771976471,
0.0466027706861496,
-0.0343838669359684,
0.06116157025098801,
-0.004412450361996889,
-0.01757042296230793,
-0.014385572634637356,
-0.03442813828587532,
-0.0310837235301733,
0.04459477588534355,
0.0433841198682785,
0.052056677639484406,
0.027111290022730827,
0.0641586035490036,
0.08454924076795578,
0.037993837147951126,
0.050929661840200424,
0.009723111055791378,
0.05176557973027229,
-0.06484093517065048,
-0.01886376366019249,
-0.08615023642778397,
-0.030428484082221985,
-0.053807035088539124,
0.09737678617238998,
0.017501577734947205,
0.057741712778806686,
0.11869053542613983,
0.046423327177762985,
0.056193456053733826,
-0.06059327721595764,
0.03430233523249626,
-0.0009059441508725286,
0.06676618754863739,
-0.02473202720284462,
0.040498364716768265,
0.023348458111286163,
0.06993231177330017,
-0.04497372359037399,
-0.07468415796756744,
-0.010708478279411793,
0.09609171003103256,
0.051190394908189774,
-0.06943884491920471,
-0.0101250521838665,
-0.09596503525972366,
-0.02526700124144554,
-0.01984340511262417,
-0.03835580497980118,
0.01745782047510147,
0.056816525757312775,
-0.10096859186887741,
-0.01273292489349842,
-0.06327029317617416,
0.04411134496331215,
-0.003386724041774869,
0.03741429001092911,
-0.03017907775938511,
0.035593703389167786,
-0.06839485466480255,
0.030842382460832596,
0.035844799131155014,
0.0048368992283940315,
-0.07007100433111191,
-0.039965178817510605,
-0.0658341720700264,
-0.059954769909381866,
-0.08808654546737671,
-0.01864471845328808,
-0.07468777894973755,
0.029066994786262512,
-0.025335781276226044,
-0.023634204640984535,
0.020433414727449417,
0.03665465861558914,
-0.07030534744262695,
-0.08976736664772034,
-0.09510001540184021,
0.0868007019162178,
-0.028911370784044266,
0.06974684447050095,
0.04845983162522316,
0.028170384466648102,
0.00953789334744215,
-0.031266164034605026,
0.004996095784008503,
0.012395136058330536,
0.039344873279333115,
-0.01553979143500328,
-0.015924029052257538,
0.07253945618867874,
-0.008615844883024693,
0.03928765654563904,
0.028806433081626892,
-0.09661543369293213,
-0.05337022244930267,
0.01552383229136467,
0.009208772331476212,
-0.02559269592165947,
-0.041311606764793396,
0.08051209896802902,
-0.018584933131933212,
-0.0005583440652117133,
0.043310582637786865,
-0.05598578602075577,
0.06848356872797012,
-0.09294167160987854,
-0.029278839007019997,
0.05378302186727524,
0.07279834151268005,
-0.056442297995090485,
-0.04323054850101471,
0.05013485252857208,
-0.019717223942279816,
-0.02545820362865925,
-0.00766645185649395,
-0.09275928139686584,
-0.09147091209888458,
-0.05432324856519699,
-0.045046038925647736,
0.023465625941753387,
0.05456606298685074,
0.003684041555970907,
-0.030558720231056213,
-0.05086439847946167,
0.035087183117866516,
-0.05884811282157898,
0.0712546706199646,
-0.042928628623485565,
-0.010059421882033348,
0.016263164579868317,
-0.029108313843607903,
-0.03261549770832062,
0.07557513564825058,
-0.024010291323065758,
-0.08420245349407196,
-0.06645643711090088,
-0.043268267065286636,
0.07148268818855286,
0.03541935980319977,
0.055859941989183426,
-0.06346791237592697,
0.041963495314121246,
0.02637912705540657,
-0.02794068306684494,
0.046999767422676086,
0.05402487516403198,
0.023775514215230942,
0.02269555628299713,
0.0015234143938869238,
-0.036699093878269196,
-0.07880545407533646,
-0.025589214637875557,
-0.11891869455575943,
0.011769362725317478,
0.035602468997240067,
-0.04667844623327255,
-0.05792499706149101,
-0.05171296373009682,
0.025255002081394196,
0.020611731335520744,
-0.07019723951816559,
-0.08626046776771545,
0.060087285935878754,
-0.01310541108250618,
0.03777702525258064,
0.03216227516531944,
0.02883855812251568,
-0.04619953781366348,
0.03771933540701866,
0.06773228943347931,
-0.017967766150832176,
-0.09267924726009369,
-0.044266846030950546,
-0.01805199310183525,
0.03768486529588699,
-0.04329980909824371,
0.09787846356630325,
0.026025841012597084,
0.012100161984562874,
0.04710172116756439,
-0.09296626597642899,
0.05614505335688591,
-0.00552174961194396,
-0.0295654758810997,
0.006480947136878967,
0.03456950932741165,
-0.10735484957695007,
0.053560562431812286,
0.05272872373461723,
0.025539640337228775,
0.005816596560180187,
0.039536893367767334,
0.0636560320854187,
0.037016451358795166,
-0.028765251860022545,
-0.01691245101392269,
0.023631906136870384,
0.08383023738861084,
-0.01296970248222351,
0.06279899924993515,
-0.057651616632938385,
-0.023400360718369484,
-0.09981421381235123,
-0.09087040275335312,
0.004579116124659777,
-0.06309230625629425,
0.04646728187799454,
0.04305775836110115,
-0.04770691320300102,
0.01440939400345087,
0.020518459379673004,
0.014864590018987656,
0.043749839067459106,
-0.06496244668960571,
-0.03201888129115105,
0.06088973954319954,
-0.04864512383937836,
-0.017707910388708115,
0.03248516842722893,
0.017787456512451172,
-0.030399540439248085,
-0.04027647525072098,
0.0016792563255876303,
0.034233082085847855,
-0.017522724345326424,
0.05980430543422699,
-0.03133894503116608,
-0.04465875402092934,
0.06738059222698212,
-0.03444761410355568,
-0.03763248398900032,
0.005965294316411018,
0.11334056407213211,
-0.03940354660153389,
0.02185026742517948,
0.08468908071517944,
-0.013718599453568459,
0.018233519047498703,
-0.07799269258975983,
-0.024644235149025917,
0.04577447101473808,
0.06150663271546364,
0.0010144485859200358,
-0.0398096963763237,
0.0649062767624855,
0.05183500051498413,
0.07510514557361603,
0.057366855442523956,
0.0027046517934650183,
0.027074310928583145,
0.09328310191631317,
-0.017877357080578804,
0.09597770124673843,
0.049880824983119965,
-0.011941083706915379,
-0.015884753316640854,
-0.02211015857756138,
-0.016120459884405136,
-0.02814566157758236,
0.03165365010499954,
-0.043581657111644745,
-0.0026971001643687487,
0.013696755282580853,
0.06967660784721375,
0.023535653948783875,
0.016645751893520355
] |
In conclusion, the adoption of 3D computer vision is not just a technological
leap, but a strategic move for forward-thinking businesses. It’s time to
explore the potential of 3D computer vision solutions for your organization
and stay ahead of the curve in an increasingly competitive landscape.
This first part of the blog post series served as an introduction to the world
of 3D vision. Keeping in mind the pipeline illustrated in Figure 1, our
upcoming post will explore the capture and storage of data in greater detail.
We will examine how this data is produced and consider how the selection of
sensor type may be influenced by diverse factors such as technical
requirements, environmental considerations, business constraints and other
relevant factors.
#### References
[1] — Iris, 3D anatomical visualization service: https://www.intuitive.com/en-
us/products-and-services/da-vinci/vision/iris | scraping/output/4872459060818682608.txt | [
0.04251514747738838,
-0.04053599014878273,
-0.046295080333948135,
-0.07038914412260056,
0.026357058435678482,
-0.002157103968784213,
0.06125717982649803,
0.06085142865777016,
0.0634017288684845,
0.0050848377868533134,
0.006123735103756189,
0.05401851236820221,
0.0744476392865181,
-0.04944000765681267,
-0.008035990409553051,
0.05196884647011757,
0.0321972481906414,
0.007656923495233059,
-0.04749704524874687,
-0.06359100341796875,
0.006669044028967619,
-0.00786128081381321,
-0.00987750943750143,
0.008802590891718864,
0.07489500939846039,
0.10115717351436615,
-0.044599372893571854,
-0.026359204202890396,
0.033781807869672775,
-0.12045153975486755,
-0.02949325367808342,
-0.03705992549657822,
0.03391058370471001,
-0.07741076499223709,
0.014366447925567627,
-0.0007690454949624836,
-0.06992875784635544,
-0.08311218023300171,
0.01698705554008484,
-0.06310980767011642,
0.003608872415497899,
0.03527805209159851,
0.01928815059363842,
0.03606129810214043,
0.044358182698488235,
0.06444201618432999,
-0.022108007222414017,
0.0346924364566803,
-0.034234169870615005,
-0.044926878064870834,
-0.056498829275369644,
0.07154598832130432,
0.008845584467053413,
0.04546583816409111,
0.025798149406909943,
-0.0613405779004097,
-0.06294714659452438,
-0.06006604805588722,
-0.03225903585553169,
0.06344126164913177,
0.04274076968431473,
-0.10382582247257233,
0.01383112370967865,
0.04512450844049454,
0.09922584891319275,
0.09054113179445267,
0.03584882616996765,
0.002539181150496006,
-0.03465674817562103,
-0.0326804481446743,
-0.04195753484964371,
0.06814843416213989,
-0.0015000008279457688,
-0.031817708164453506,
0.002708469284698367,
0.05921934172511101,
0.03994089365005493,
-0.03428017348051071,
0.06045208126306534,
-0.039217520505189896,
-0.06496971845626831,
-0.0075182244181632996,
0.0022611080203205347,
0.07917902618646622,
-0.05761228874325752,
0.07394659519195557,
0.016925372183322906,
-0.09999903291463852,
0.02294331043958664,
-0.07605711370706558,
-0.005743712652474642,
0.04566550999879837,
-0.067373126745224,
-0.03654160723090172,
-0.07435087114572525,
-0.12657317519187927,
-0.09644284844398499,
0.03495141863822937,
0.07458862662315369,
-0.044532179832458496,
0.06885365396738052,
0.01914965733885765,
0.08258041739463806,
-0.05711005628108978,
0.024207474663853645,
0.0031294103246182203,
0.04199971258640289,
-0.02932862937450409,
0.05646711587905884,
-0.05906519666314125,
-0.041742537170648575,
0.05877721682190895,
0.07752636075019836,
0.052484117448329926,
-0.04450630769133568,
-0.06820940226316452,
0.01182241179049015,
-0.07380376756191254,
-0.004786970093846321,
-0.016092626377940178,
0.08701495081186295,
-0.013096671551465988,
-0.04522623494267464,
-0.058540571480989456,
-0.04306574538350105,
-0.02544153481721878,
-0.019890224561095238,
0.03097420185804367,
0.05625912547111511,
-0.01058444008231163,
0.05318547785282135,
0.10254483669996262,
0.02857692912220955,
0.05680416524410248,
0.048723649233579636,
0.10496975481510162,
-0.06347320228815079,
0.028628690168261528,
-0.018905717879533768,
-0.0022049876861274242,
-0.030223827809095383,
0.09716369211673737,
0.006687618792057037,
0.03910406306385994,
0.0724230408668518,
0.017585190013051033,
0.03889703378081322,
-0.05771714821457863,
0.034036826342344284,
0.02835630625486374,
0.07399272918701172,
-0.02462860941886902,
0.062104370445013046,
0.02447471022605896,
0.07679294794797897,
-0.058530669659376144,
-0.043717265129089355,
-0.044394273310899734,
0.030240315943956375,
0.031938135623931885,
-0.05780971795320511,
-0.051717907190322876,
-0.075571209192276,
0.0053823599591851234,
-0.054927557706832886,
-0.05398600175976753,
0.0034742415882647038,
0.0755353644490242,
-0.06398457288742065,
-0.027358952909708023,
-0.09276831150054932,
0.04296564310789108,
-0.04110947996377945,
0.05547015368938446,
-0.025946112349629402,
0.03137311339378357,
-0.0841091051697731,
0.0258029717952013,
0.060955826193094254,
0.009318050928413868,
-0.048692941665649414,
-0.02229023352265358,
-0.09229468554258347,
-0.08035625517368317,
-0.0760268121957779,
-0.054069697856903076,
-0.009279499761760235,
0.038666289299726486,
-0.01492867898195982,
-0.005174665246158838,
-0.007732877042144537,
0.06068136543035507,
-0.051430560648441315,
-0.07149938493967056,
-0.07826114445924759,
0.05216266214847565,
-0.04999365285038948,
0.033107250928878784,
0.036973949521780014,
0.04765839874744415,
-0.0009063543402589858,
-0.033615414053201675,
0.017500370740890503,
0.030401796102523804,
0.07428758591413498,
-0.006924203597009182,
-0.010414241813123226,
0.06652709096670151,
0.012125732377171516,
0.0847659707069397,
0.01741812564432621,
-0.0814925879240036,
-0.037760235369205475,
0.028250696137547493,
-0.0032429215498268604,
-0.0376565121114254,
-0.02358970046043396,
0.0607479028403759,
-0.029797513037919998,
0.01816777139902115,
0.0653919205069542,
-0.011858192272484303,
0.031738780438899994,
-0.08083709329366684,
-0.008810166269540787,
0.0328405536711216,
0.06366247683763504,
-0.09056916832923889,
-0.050761155784130096,
0.05508022755384445,
-0.011168519034981728,
-0.04913295432925224,
-0.04858437925577164,
-0.11688748002052307,
-0.07077634334564209,
-0.06266504526138306,
-0.0274246446788311,
0.04745778813958168,
0.06575165688991547,
-0.058683399111032486,
-0.05155021324753761,
-0.04363949969410896,
0.01912001147866249,
-0.06665309518575668,
0.064216747879982,
-0.012343224138021469,
-0.029199203476309776,
0.06382553279399872,
-0.01771681010723114,
-0.0022036361042410135,
0.0521140918135643,
-0.0468604676425457,
-0.08741921931505203,
-0.02469753287732601,
-0.0809721052646637,
0.09849993884563446,
0.045878514647483826,
0.044501688331365585,
-0.05352333188056946,
0.05207245051860809,
0.0052635446190834045,
-0.054750192910432816,
0.0741298496723175,
0.037546444684267044,
0.020568959414958954,
0.030410194769501686,
-0.04368043690919876,
-0.04745092988014221,
-0.023298513144254684,
-0.06036655232310295,
-0.08267641812562943,
0.029892802238464355,
0.034048330038785934,
-0.05272014066576958,
-0.033650968223810196,
-0.06899110227823257,
0.036134202033281326,
0.06272310018539429,
-0.04942703992128372,
-0.057791806757450104,
0.07329163700342178,
-0.001593787339515984,
0.042701296508312225,
0.05239512026309967,
0.02061949484050274,
-0.03099949099123478,
-0.003714530495926738,
0.08632245659828186,
-0.03210476040840149,
-0.041633240878582,
-0.010498573072254658,
0.001958256121724844,
0.039799321442842484,
-0.0636545866727829,
0.05622650682926178,
0.01786910556256771,
0.0335947722196579,
0.04216017201542854,
-0.05296487361192703,
0.02718353644013405,
0.0037576959002763033,
-0.019942648708820343,
0.016201630234718323,
0.07892102003097534,
-0.08062729984521866,
0.02888268604874611,
0.033723313361406326,
0.04075738042593002,
-0.00629638135433197,
0.03270428627729416,
0.06662032753229141,
0.07746360450983047,
-0.06367427855730057,
-0.019647739827632904,
0.030528651550412178,
0.06909825652837753,
-0.03778722509741783,
0.061300233006477356,
-0.10082650929689407,
-0.0360894575715065,
-0.08058840036392212,
-0.07142456620931625,
-0.03413776308298111,
-0.060243234038352966,
0.025416892021894455,
0.05074697732925415,
-0.06029563024640083,
0.016167258843779564,
0.028648657724261284,
0.009304127655923367,
0.04002183675765991,
-0.035986412316560745,
-0.03548809513449669,
0.03656693175435066,
-0.018778948113322258,
-0.015964454039931297,
0.03121524304151535,
0.04285220056772232,
-0.07548446953296661,
-0.055673155933618546,
-0.0018804535502567887,
0.018856022506952286,
-0.03563655540347099,
0.04224645718932152,
-0.034415919333696365,
-0.044364240020513535,
0.05777788534760475,
-0.06677745282649994,
-0.020492959767580032,
0.021242830902338028,
0.11151643097400665,
-0.031422048807144165,
0.004256763961166143,
0.04996244236826897,
-0.07050967961549759,
0.05756164714694023,
-0.014773223549127579,
-0.02942114695906639,
0.06922563910484314,
0.03719651326537132,
-0.004790117498487234,
-0.0334484726190567,
0.07757865637540817,
0.07610590010881424,
0.05501972883939743,
0.05158146098256111,
-0.02194635011255741,
-0.01435100007802248,
0.089760921895504,
-0.04506444185972214,
0.06110517308115959,
0.04968554526567459,
-0.022554073482751846,
-0.004347830545157194,
-0.05864971876144409,
-0.0002500578702893108,
-0.04513964802026749,
0.0557279959321022,
-0.0328376479446888,
-0.019061043858528137,
0.02381807379424572,
0.051411066204309464,
0.023511255159974098,
0.050232332199811935
] |
#### References
[1] — Iris, 3D anatomical visualization service: https://www.intuitive.com/en-
us/products-and-services/da-vinci/vision/iris
[2] — Parrot Drones and Autonomous Photogrammetry:
https://www.parrot.com/en/drones/anafi-ai
[3] — DJI Aerial Inspection of Infrastructure:
https://enterprise.dji.com/electricity/power-grid-management
[4] — LiDAR in Apple’s IPad Pro: https://www.apple.com/newsroom/2020/03/apple-
unveils-new-ipad-pro-with-lidar-scanner-and-trackpad-support-in-ipados/
[5] — Deng et al. “3D-aware Conditional Image Synthesis”. CVPR 2023.
[6] — Imagine 3D v1.2.
## Related posts
View all
No results found.
There are no results with this criteria. Try changing your search.
Large Language Model
Large Language Model
Foundation Models
Foundation Models
Corporate
Corporate
People
People
Structured Data
Structured Data
Chat GPT
Chat GPT
Sustainability
Sustainability
Voice & Sound
Voice & Sound
Front-End Development
Front-End Development | scraping/output/4872459060818682608.txt | [
0.03873753547668457,
-0.008610587567090988,
-0.024663081392645836,
-0.023597920313477516,
0.05783277750015259,
-0.019457504153251648,
0.06416279077529907,
0.0480995699763298,
0.04415704682469368,
-0.04674885794520378,
0.018659507855772972,
0.03695360943675041,
0.026550758630037308,
-0.053730305284261703,
-0.04069187492132187,
0.05189168453216553,
0.0248824842274189,
-0.026556551456451416,
-0.039845988154411316,
-0.0725182369351387,
0.046809710562229156,
0.023591790348291397,
-0.03641350567340851,
0.04682457819581032,
0.07405135780572891,
0.028633471578359604,
-0.016631120815873146,
-0.025258172303438187,
0.0492435060441494,
-0.03569984436035156,
-0.04271414875984192,
-0.03973349183797836,
0.06434585899114609,
-0.07921881973743439,
0.03145696595311165,
-0.020868908613920212,
-0.04027097299695015,
-0.03212501108646393,
0.03514644131064415,
-0.0716104581952095,
0.012100068852305412,
0.015552688390016556,
0.006191035732626915,
0.0446045882999897,
0.01400281023234129,
0.05951477959752083,
-0.041012149304151535,
0.045484576374292374,
-0.018084777519106865,
-0.047785162925720215,
-0.057744402438402176,
0.08792472630739212,
0.046699658036231995,
0.055712249130010605,
0.044155217707157135,
-0.06071069464087486,
-0.0805652067065239,
-0.08103550225496292,
-0.05893316864967346,
0.06307261437177658,
0.07115744799375534,
-0.08530167490243912,
0.013604545965790749,
0.029353056102991104,
0.08486219495534897,
0.09532769024372101,
0.02118193544447422,
0.01909698359668255,
-0.051821038126945496,
-0.0463213175535202,
-0.0546514131128788,
0.07989013195037842,
0.024047618731856346,
-0.055506959557533264,
0.03408951312303543,
-0.001189069589599967,
0.016583969816565514,
-0.048004645854234695,
0.03282122686505318,
-0.030145376920700073,
-0.06816710531711578,
-0.03738384693861008,
-0.027430495247244835,
0.028794804587960243,
-0.08285009860992432,
0.06084804981946945,
0.029035650193691254,
-0.08832478523254395,
0.06439702212810516,
-0.04841870814561844,
0.02592509426176548,
0.04144677519798279,
-0.06231829524040222,
-0.032775089144706726,
-0.03491228073835373,
-0.08797063678503036,
-0.04304387420415878,
0.06484606862068176,
0.07153159379959106,
-0.036488279700279236,
0.07749392092227936,
-0.050361331552267075,
0.0599968284368515,
-0.050115276128053665,
-0.03276223689317703,
0.01642678864300251,
0.02868380956351757,
-0.07239799201488495,
0.041018709540367126,
-0.03827299177646637,
-0.06436135619878769,
0.050441015511751175,
0.08660521358251572,
0.0476313978433609,
-0.07094646990299225,
-0.023094624280929565,
-0.008552630431950092,
-0.08379081636667252,
0.013862417079508305,
-0.03668728843331337,
0.08084160089492798,
-0.04692967236042023,
-0.07717113941907883,
-0.10609220713376999,
-0.05402623862028122,
-0.03300433233380318,
0.022031864151358604,
-0.008280044421553612,
0.003998022060841322,
0.028025556355714798,
0.020197007805109024,
0.03570644184947014,
0.03607463464140892,
0.06563933193683624,
0.04772927984595299,
0.10538464784622192,
-0.10349152237176895,
-0.021507591009140015,
-0.059053998440504074,
-0.04106456786394119,
-0.031097928062081337,
0.07617873698472977,
-0.019795458763837814,
0.053005415946245193,
0.06888587027788162,
0.034586939960718155,
0.0581609345972538,
-0.05416220799088478,
0.04456771910190582,
0.004503505304455757,
0.08003612607717514,
-0.021749114617705345,
0.06331227719783783,
0.02562214620411396,
0.0517784021794796,
-0.06012459471821785,
-0.03619401529431343,
-0.04534526169300079,
-0.000040948394598672166,
0.04681290313601494,
-0.003756196703761816,
-0.017022188752889633,
-0.014840561896562576,
-0.03243396431207657,
-0.06017088517546654,
0.0008509939652867615,
0.02178741618990898,
0.07477553188800812,
-0.045612551271915436,
-0.0489046573638916,
-0.09851383417844772,
0.05885300412774086,
-0.047919776290655136,
0.05142815783619881,
-0.025168178603053093,
0.031556136906147,
-0.08080268651247025,
0.03966039419174194,
0.033924318850040436,
0.01241881214082241,
-0.06432162970304489,
-0.0049162255600094795,
-0.09029189497232437,
-0.04997297748923302,
-0.09124772250652313,
-0.07845233380794525,
-0.02413550391793251,
0.03751540556550026,
0.022037701681256294,
-0.030345335602760315,
0.00987851433455944,
0.032759763300418854,
-0.06321746110916138,
-0.09723406285047531,
-0.07060812413692474,
0.020841341465711594,
-0.03519053757190704,
0.07324118167161942,
0.047985807061195374,
0.04353552311658859,
-0.011420446448028088,
-0.014259335584938526,
0.04830321669578552,
0.030221471562981606,
0.05935706943273544,
-0.01683599129319191,
-0.016758687794208527,
0.05835755169391632,
-0.04336743429303169,
0.0776233822107315,
0.05842861905694008,
-0.041457101702690125,
-0.06513017416000366,
0.057690929621458054,
-0.021734928712248802,
-0.022887641564011574,
0.0033969648648053408,
0.05478018894791603,
-0.028653837740421295,
0.08969596773386002,
0.03919391334056854,
-0.011325866915285587,
0.047317568212747574,
-0.10372312366962433,
-0.009535286575555801,
0.044057827442884445,
0.056592684239149094,
-0.05865941941738129,
-0.04968031495809555,
0.04742574691772461,
-0.047363586723804474,
-0.05739454925060272,
-0.044364407658576965,
-0.061874840408563614,
-0.0566854402422905,
-0.06027020141482353,
-0.0057870931923389435,
0.029466712847352028,
0.06706119328737259,
-0.03428468108177185,
-0.05304175615310669,
-0.029872525483369827,
0.047228988260030746,
-0.06923266500234604,
0.0452188104391098,
-0.03534354269504547,
-0.029240602627396584,
0.045118287205696106,
-0.0139866191893816,
0.0035492198076099157,
0.04928690195083618,
-0.04627811163663864,
-0.02978448197245598,
-0.02552199363708496,
-0.04677487909793854,
0.10345123708248138,
0.042835481464862823,
0.09044401347637177,
-0.059971634298563004,
0.026938913390040398,
0.026726098731160164,
-0.023911630734801292,
0.07097425311803818,
0.05516810715198517,
0.048875562846660614,
0.03360765054821968,
-0.05593182519078255,
-0.029499096795916557,
-0.08661560714244843,
-0.05874401703476906,
-0.03565630316734314,
0.06297019124031067,
-0.0014667864888906479,
-0.049007073044776917,
-0.0684756189584732,
-0.01875278726220131,
0.025074778124690056,
0.09425775706768036,
-0.034939493983983994,
-0.027426354587078094,
0.0854276642203331,
0.031815677881240845,
0.04170701652765274,
0.049869924783706665,
0.029727807268500328,
-0.04315102472901344,
0.0113911097869277,
0.04462010785937309,
-0.03823591768741608,
-0.07267551124095917,
-0.03655359521508217,
-0.032619718462228775,
0.053147073835134506,
-0.036293987184762955,
0.08460042625665665,
0.06151644140481949,
0.03197184577584267,
0.05330212041735649,
-0.060200177133083344,
0.06459194421768188,
-0.027081351727247238,
-0.01613616570830345,
0.0210811085999012,
0.059852223843336105,
-0.04612342640757561,
0.03500305488705635,
0.028669064864516258,
0.003586488077417016,
0.060715656727552414,
-0.0152402613312006,
0.06300383806228638,
0.04996383562684059,
-0.06989645212888718,
0.012595335952937603,
0.054338205605745316,
0.04169685021042824,
-0.03109903261065483,
0.0531790629029274,
-0.08602139353752136,
-0.0519004762172699,
-0.029626697301864624,
-0.08435209840536118,
-0.0070880078710615635,
-0.10427381098270416,
0.023933757096529007,
0.0707939863204956,
-0.06668247282505035,
-0.016245638951659203,
0.011314822360873222,
0.01858460158109665,
0.046883292496204376,
-0.0829010084271431,
-0.040046848356723785,
0.05310986191034317,
-0.01393980998545885,
-0.026952596381306648,
0.0032080155797302723,
0.07272706180810928,
-0.0743483453989029,
-0.05495816841721535,
0.050863366574048996,
0.02061546966433525,
-0.041807278990745544,
0.027859902009367943,
-0.024577105417847633,
-0.045288100838661194,
0.06824880838394165,
-0.042650751769542694,
-0.04873568192124367,
0.008591408841311932,
0.10875903815031052,
-0.07121677696704865,
0.05263873189687729,
0.06139327958226204,
-0.06735160201787949,
0.05501464754343033,
-0.04528079554438591,
-0.02220335602760315,
0.07704660296440125,
0.0453297384083271,
-0.038555681705474854,
-0.03550853952765465,
0.1015758365392685,
0.04422781243920326,
0.0110464571043849,
0.04449531435966492,
-0.01944640651345253,
-0.006600853521376848,
0.04759664088487625,
-0.058416254818439484,
0.07054781168699265,
0.072060227394104,
-0.003955032676458359,
0.015207372605800629,
-0.04991985484957695,
-0.01668662205338478,
-0.053366146981716156,
0.038308870047330856,
-0.08038176596164703,
-0.0574420765042305,
0.028137197718024254,
0.07366075366735458,
0.04074222967028618,
0.03046141192317009
] |
Corporate
Corporate
People
People
Structured Data
Structured Data
Chat GPT
Chat GPT
Sustainability
Sustainability
Voice & Sound
Voice & Sound
Front-End Development
Front-End Development
Data Protection & Security
Data Protection & Security
Responsible/ Ethical AI
Responsible/ Ethical AI
Infrastructure
Infrastructure
Hardware & sensors
Hardware & sensors
MLOps
MLOps
Generative AI
Generative AI
Natural language processing
Natural language processing
Computer vision
Computer vision
Accelerating businesses with AI technology & experts
Contact:
info@ml6.eu
+32 9 265 95 50
Contact us
Join our newsletter
By subscribing you agree to with our Privacy Policy
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
Services
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources | scraping/output/4872459060818682608.txt | [
0.022538334131240845,
-0.015885397791862488,
-0.041795480996370316,
-0.02281973510980606,
0.04222967103123665,
-0.04997696354985237,
0.0744510218501091,
0.07863929867744446,
0.05152558162808418,
-0.028132785111665726,
0.03348853066563606,
0.027747655287384987,
0.03507251292467117,
-0.028971316292881966,
-0.025195907801389694,
0.05778922513127327,
0.02882693149149418,
-0.044305358082056046,
-0.018948279321193695,
-0.07731742411851883,
0.026639295741915703,
-0.011318638920783997,
-0.05584557726979256,
0.07596253603696823,
0.06463773548603058,
0.0696963518857956,
-0.07095065712928772,
-0.017447028309106827,
0.038812655955553055,
-0.02519126795232296,
-0.02256312035024166,
-0.03900541737675667,
0.0717618316411972,
-0.0863637924194336,
0.04791184142231941,
0.006238735746592283,
-0.05065291374921799,
-0.0276643093675375,
0.05748944357037544,
-0.10266809910535812,
-0.027098864316940308,
0.03435288369655609,
0.0029937997460365295,
0.05380311608314514,
0.02183038368821144,
0.04727024585008621,
-0.021448427811264992,
0.034980129450559616,
-0.013141253963112831,
-0.045239921659231186,
-0.068721242249012,
0.05676244571805,
0.03608802333474159,
0.037141814827919006,
0.06375531107187271,
-0.07158063352108002,
-0.07940728217363358,
-0.08536276966333389,
-0.05310818925499916,
0.03143943473696709,
0.053318001329898834,
-0.09285257011651993,
-0.005733571480959654,
0.03792385011911392,
0.09924396872520447,
0.09055321663618088,
0.02295732870697975,
0.047899551689624786,
-0.0868350937962532,
-0.06032745912671089,
-0.056461647152900696,
0.06040981411933899,
0.007861403748393059,
-0.06208958476781845,
-0.016759784892201424,
0.03550342842936516,
0.0064797066152095795,
-0.059751760214567184,
0.02319399267435074,
-0.0210072323679924,
-0.06408866494894028,
-0.02993965707719326,
-0.06275961548089981,
0.02861054614186287,
-0.06961344182491302,
0.07379893213510513,
0.06889980286359787,
-0.039947379380464554,
0.07756143808364868,
-0.05173118785023689,
0.042201928794384,
0.0582118034362793,
-0.06833948194980621,
-0.060035012662410736,
-0.03490640968084335,
-0.07205777615308762,
-0.03086274303495884,
0.05480675771832466,
0.0614749900996685,
-0.0800861194729805,
0.047526124864816666,
-0.05328914895653725,
0.07530758529901505,
-0.07331852614879608,
-0.05185369774699211,
0.03605003282427788,
0.027451159432530403,
-0.06692322343587875,
0.035218048840761185,
-0.06282684206962585,
-0.06873438507318497,
0.06294271349906921,
0.08043906837701797,
0.04725592955946922,
-0.07400383055210114,
-0.013692165724933147,
0.006306513212621212,
-0.03546418994665146,
0.0057529304176568985,
-0.034959372133016586,
0.08742275834083557,
-0.056423455476760864,
-0.08028128743171692,
-0.0755656287074089,
-0.039129164069890976,
-0.028211381286382675,
-0.011754821054637432,
0.04072682932019234,
0.00511535257101059,
0.03280105069279671,
-0.0009762991103343666,
0.021921202540397644,
0.02384858950972557,
0.08270971477031708,
0.078465536236763,
0.0833497941493988,
-0.08419710397720337,
-0.010656312108039856,
-0.05772874876856804,
-0.04586512967944145,
-0.04420699551701546,
0.05715975537896156,
-0.009249584749341011,
0.035857152193784714,
0.04437596723437309,
0.011894435621798038,
0.09398423135280609,
-0.06878770142793655,
0.042223379015922546,
-0.012119075283408165,
0.09659253060817719,
-0.02876165695488453,
0.09884133189916611,
0.02537979930639267,
0.057610370218753815,
-0.06804370880126953,
-0.071177639067173,
-0.044931285083293915,
0.02011311799287796,
0.051428571343421936,
-0.05108470097184181,
-0.054851554334163666,
-0.03327355161309242,
0.008319580927491188,
-0.05139509588479996,
0.007595176342874765,
0.042560167610645294,
0.0672375038266182,
-0.06304439157247543,
-0.06430360674858093,
-0.07655259966850281,
0.03276770934462547,
-0.042974065989255905,
0.07915999740362167,
-0.03230428323149681,
0.046661727130413055,
-0.05183880031108856,
0.0496167354285717,
0.03642156347632408,
0.05722331628203392,
-0.08211709558963776,
-0.03702400252223015,
-0.07903485000133514,
-0.06304923444986343,
-0.0732061043381691,
-0.06451926380395889,
-0.026490632444620132,
0.050530292093753815,
0.013594879768788815,
-0.027643613517284393,
0.006730544846504927,
0.036735907196998596,
-0.04353702440857887,
-0.06780850887298584,
-0.055739160627126694,
0.0500372052192688,
-0.03448149561882019,
0.054383207112550735,
0.06320159882307053,
0.0476037934422493,
0.003173524746671319,
-0.007366394158452749,
0.023500638082623482,
0.04865499585866928,
0.07110822200775146,
-0.003735837060958147,
-0.02028013952076435,
0.06742474436759949,
-0.047443751245737076,
0.037782177329063416,
0.04836304485797882,
-0.05532022938132286,
-0.030484639108181,
0.021275611594319344,
0.017287734895944595,
-0.015171543695032597,
0.03966987878084183,
0.08921083062887192,
-0.05581037700176239,
0.06058229133486748,
0.020510176196694374,
-0.028842831030488014,
0.07715048640966415,
-0.08681908249855042,
0.0036703848745673895,
0.019234690815210342,
0.07889285683631897,
-0.0715678408741951,
-0.04396554455161095,
0.04119091108441353,
-0.05020078271627426,
-0.04256738722324371,
-0.05877690017223358,
-0.06906057149171829,
-0.054420068860054016,
-0.04469430074095726,
-0.02797018550336361,
0.04291447997093201,
0.06904684752225876,
-0.052142515778541565,
-0.06732627749443054,
-0.057378482073545456,
0.01997268572449684,
-0.0502757728099823,
0.06733500212430954,
-0.0416247695684433,
-0.009668019600212574,
0.038925010710954666,
0.010824599303305149,
0.012811494991183281,
0.04561660811305046,
-0.027967756614089012,
0.00032072083558887243,
-0.0065760258585214615,
-0.04399311915040016,
0.0650511384010315,
0.04612666368484497,
0.071897491812706,
-0.06577223539352417,
0.05086758732795715,
0.041746050119400024,
-0.019847625866532326,
0.08060014992952347,
0.041405774652957916,
0.028054071590304375,
0.02748267538845539,
-0.017768729478120804,
-0.04547696188092232,
-0.05441156402230263,
-0.04769323766231537,
-0.07970840483903885,
0.051162149757146835,
0.01856367290019989,
-0.050487060099840164,
-0.060620952397584915,
-0.051258038729429245,
0.004817812237888575,
0.06082620099186897,
-0.028748182579874992,
-0.010908662341535091,
0.07810298353433609,
0.0013177281944081187,
0.06487895548343658,
0.04568834602832794,
0.020505709573626518,
-0.03985213488340378,
-0.015424245968461037,
0.06163254380226135,
-0.030924303457140923,
-0.056538380682468414,
-0.02900826930999756,
-0.059807900339365005,
0.035937123000621796,
-0.014715993776917458,
0.09506731480360031,
0.04936801269650459,
0.019423646852374077,
0.05903379246592522,
-0.056174855679273605,
0.03991695120930672,
0.0016441798070445657,
-0.029091855511069298,
0.050566162914037704,
0.058500986546278,
-0.024069253355264664,
0.021283011883497238,
-0.0003472225507721305,
0.03468109667301178,
0.018115131184458733,
0.01785176433622837,
0.03604312986135483,
0.032643381506204605,
-0.03780398145318031,
-0.02151452749967575,
0.05371330305933952,
0.08262333273887634,
-0.021307609975337982,
0.03524258732795715,
-0.09482459723949432,
-0.05693463981151581,
-0.03783423826098442,
-0.06675688922405243,
0.027434639632701874,
-0.08977030962705612,
0.04766145348548889,
0.07961717247962952,
-0.09141220152378082,
-0.016651781275868416,
0.054574280977249146,
0.008970425464212894,
0.01486822310835123,
-0.05283523350954056,
-0.04457709565758705,
0.05267595127224922,
-0.038027867674827576,
-0.011208548210561275,
-0.024324215948581696,
0.07338891178369522,
-0.07656105607748032,
-0.0563555546104908,
0.032765403389930725,
0.006201370153576136,
-0.07592033594846725,
0.02029251493513584,
-0.01516859233379364,
-0.036258816719055176,
0.08879001438617706,
-0.02901654876768589,
-0.02145233191549778,
0.03080008178949356,
0.08616334199905396,
-0.07197634130716324,
0.007204693742096424,
0.052353955805301666,
-0.0711456686258316,
0.06612549722194672,
-0.05104343593120575,
-0.052089035511016846,
0.0852152407169342,
0.053776662796735764,
-0.054237522184848785,
-0.05471266061067581,
0.021796410903334618,
0.027116775512695312,
0.01737666316330433,
0.0599704310297966,
-0.033422067761421204,
0.012155396863818169,
0.038541294634342194,
-0.02413332462310791,
0.08083724230527878,
0.061570215970277786,
-0.03141988441348076,
0.018160833045840263,
-0.040564946830272675,
-0.07015582174062729,
-0.03557179123163223,
-0.0006700027734041214,
-0.018223797902464867,
-0.033590227365493774,
0.033850204199552536,
0.04413020610809326,
0.008257628418505192,
0.0759120061993599
] |
Navigate Intelligence Activate IntelligenceBuild Intelligence
Solutions
Custom AI solutionsSolutions catalogueDomains of expertise
References
Client casesCustomer testimonials
Resources
Resource libraryBlogpostsVideo & DemoEventsOpen Source
About
Mission How we workResponsible AICareers
Copyright 2024
Privacy Notice | scraping/output/4872459060818682608.txt | [
0.014210250228643417,
-0.024131624028086662,
-0.03209047392010689,
-0.043461546301841736,
0.040770817548036575,
-0.06340978294610977,
0.07454734295606613,
0.09608908742666245,
0.04529853165149689,
-0.03489610180258751,
0.04534151032567024,
0.05980691686272621,
0.044033024460077286,
-0.014514008536934853,
-0.037623777985572815,
0.05249232053756714,
0.031947292387485504,
-0.03779691830277443,
-0.058926038444042206,
-0.04711762070655823,
0.01267878245562315,
0.009554874151945114,
-0.07517481595277786,
0.05507751181721687,
0.07122979313135147,
0.05884191021323204,
-0.027419313788414,
0.0015414326917380095,
0.04903817176818848,
-0.043938081711530685,
-0.04700577259063721,
-0.04755168780684471,
0.06616441160440445,
-0.0899658054113388,
0.046103186905384064,
0.022869961336255074,
-0.05164904147386551,
-0.027910396456718445,
0.04458877816796303,
-0.09109683334827423,
-0.005609447602182627,
-0.0051729315891861916,
0.010767578147351742,
0.06110560894012451,
0.009400013834238052,
0.057298220694065094,
-0.02767976000905037,
0.03166608884930611,
-0.016193239018321037,
-0.017656760290265083,
-0.054164595901966095,
0.0481022410094738,
0.0008774480083957314,
0.04943444952368736,
0.06932511925697327,
-0.07510213553905487,
-0.08399737626314163,
-0.061667099595069885,
-0.06719732284545898,
0.044368941336870193,
0.06093895435333252,
-0.07928284257650375,
0.027319855988025665,
0.04212776944041252,
0.08557633310556412,
0.07013040035963058,
0.029510540887713432,
0.039507605135440826,
-0.07883448153734207,
-0.05044017359614372,
-0.06876561790704727,
0.0763249397277832,
0.008643176406621933,
-0.0726265236735344,
-0.002495763823390007,
0.03890668600797653,
0.03938791900873184,
-0.05802282318472862,
0.020327812060713768,
-0.03964131698012352,
-0.06707901507616043,
-0.03449909761548042,
-0.04827677458524704,
0.04013276845216751,
-0.05382443964481354,
0.049582742154598236,
0.05170539766550064,
-0.054208941757678986,
0.041436757892370224,
-0.05279896408319473,
0.054728955030441284,
0.06431151926517487,
-0.08652622252702713,
-0.06791448593139648,
-0.03432093560695648,
-0.07257000356912613,
-0.03193823993206024,
0.05417095869779587,
0.03332829847931862,
-0.05338906869292259,
0.05742966756224632,
-0.07039646804332733,
0.05151914060115814,
-0.052616726607084274,
-0.04419834911823273,
0.05084805190563202,
0.022386029362678528,
-0.07356548309326172,
0.05601479113101959,
-0.07226855307817459,
-0.060627564787864685,
0.06238356977701187,
0.08669351041316986,
0.07948461174964905,
-0.057803720235824585,
-0.02973088063299656,
-0.013642637059092522,
-0.07536455243825912,
0.01096106693148613,
-0.015230536460876465,
0.08332590758800507,
-0.03648466616868973,
-0.05468494072556496,
-0.07467929273843765,
-0.047585196793079376,
-0.035485684871673584,
0.01428571529686451,
0.045400239527225494,
-0.008845388889312744,
0.03458181023597717,
0.03146747872233391,
0.050324324518442154,
0.020665790885686874,
0.08170808106660843,
0.06979814916849136,
0.0923808366060257,
-0.07331891357898712,
-0.017364000901579857,
-0.0335201695561409,
-0.03381767123937607,
-0.0414215512573719,
0.05712011829018593,
-0.04052286967635155,
0.05955230072140694,
0.06815485656261444,
0.021500127390027046,
0.09954458475112915,
-0.0438753142952919,
0.053040601313114166,
0.005044757854193449,
0.08422891795635223,
-0.038720615208148956,
0.0986088365316391,
0.06366020441055298,
0.0638437494635582,
-0.06759326159954071,
-0.04179118946194649,
-0.020589763298630714,
0.03776393458247185,
0.05046940594911575,
-0.05102401226758957,
-0.046546775847673416,
-0.05907413735985756,
-0.014341818168759346,
-0.050489697605371475,
-0.03210565447807312,
0.012175899930298328,
0.0673736184835434,
-0.062430668622255325,
-0.05633702501654625,
-0.038613755255937576,
0.045618392527103424,
-0.05298987403512001,
0.088219553232193,
-0.02271023578941822,
0.045898497104644775,
-0.06254606693983078,
0.045043982565402985,
0.05794207379221916,
0.04034777358174324,
-0.03890925645828247,
-0.05274935066699982,
-0.05758271738886833,
-0.04326444864273071,
-0.07847525179386139,
-0.05964154377579689,
-0.05926419422030449,
0.026095030829310417,
0.044712238013744354,
-0.026439320296049118,
0.0008817000198177993,
0.045231133699417114,
-0.06640750169754028,
-0.06081512197852135,
-0.04024693742394447,
0.02642427384853363,
-0.03143351152539253,
0.0727207213640213,
0.057501062750816345,
0.032319262623786926,
0.00766213471069932,
-0.012152977287769318,
0.08332391083240509,
0.051132019609212875,
0.048978302627801895,
-0.021582739427685738,
-0.0342380590736866,
0.045614175498485565,
-0.05871758610010147,
0.05751919373869896,
0.05915769189596176,
-0.04333483800292015,
-0.03842126578092575,
0.041822824627161026,
-0.002771653002128005,
-0.028758583590388298,
0.03475962206721306,
0.08755205571651459,
-0.04971156641840935,
0.04126456752419472,
0.018236977979540825,
-0.03277033939957619,
0.03663116320967674,
-0.08249026536941528,
-0.009271885268390179,
0.0289780143648386,
0.04124150425195694,
-0.07604429870843887,
-0.03144160285592079,
0.052817635238170624,
-0.02398195117712021,
-0.04999561980366707,
-0.06035415083169937,
-0.08298134058713913,
-0.06736581772565842,
-0.05843063443899155,
-0.02545381709933281,
0.04992517828941345,
0.07228007167577744,
-0.06069526448845863,
-0.07193231582641602,
-0.050688136368989944,
0.02676313929259777,
-0.055856943130493164,
0.04181361943483353,
-0.03488540276885033,
-0.018889378756284714,
0.008691235445439816,
-0.01822320930659771,
0.03166070580482483,
0.01877569779753685,
-0.03699449449777603,
-0.023464927449822426,
-0.029320992529392242,
-0.05577898770570755,
0.05010228231549263,
0.044728223234415054,
0.07417675852775574,
-0.05210141837596893,
0.03897843509912491,
0.01923258975148201,
-0.03608033433556557,
0.08846087753772736,
0.05091184750199318,
0.03954777494072914,
0.02555111236870289,
-0.018503963947296143,
-0.06004227325320244,
-0.03755657747387886,
-0.046216271817684174,
-0.05271613970398903,
0.0719146654009819,
0.0352986603975296,
-0.048077940940856934,
-0.0643281415104866,
-0.02388593554496765,
-0.002033006399869919,
0.07243772596120834,
-0.06616204231977463,
-0.05133824050426483,
0.07617797702550888,
0.014614077284932137,
0.056534744799137115,
0.06528208404779434,
0.047590069472789764,
-0.02425970882177353,
0.007013631984591484,
0.05386608466506004,
-0.053351301699876785,
-0.05924433097243309,
-0.02170450985431671,
-0.04623262211680412,
0.03735386207699776,
-0.03160252422094345,
0.06295207887887955,
0.0388948954641819,
0.000757185451220721,
0.06490782648324966,
-0.03485257551074028,
0.05128403753042221,
-0.03071403317153454,
-0.01564180850982666,
0.05486132577061653,
0.06686066091060638,
-0.04585244134068489,
0.03055218793451786,
0.013454095460474491,
0.02320530265569687,
0.031657345592975616,
0.01905469223856926,
0.047350313514471054,
0.05408081039786339,
-0.0610826313495636,
-0.02166980691254139,
0.029071256518363953,
0.07826286554336548,
-0.008557474240660667,
0.05642823502421379,
-0.11287906020879745,
-0.04829994961619377,
-0.023706013336777687,
-0.02383769303560257,
0.014819526113569736,
-0.07812374085187912,
0.05041314288973808,
0.06870828568935394,
-0.08894200623035431,
-0.04000787064433098,
0.04667075350880623,
0.010835293680429459,
-0.0018681046785786748,
-0.040329646319150925,
-0.04206657037138939,
0.0488281287252903,
-0.06793732196092606,
-0.05370117723941803,
-0.01570945233106613,
0.05037059634923935,
-0.06990877538919449,
-0.07102075219154358,
0.022750459611415863,
0.02626911737024784,
-0.0742659866809845,
0.03365049138665199,
-0.0428781732916832,
-0.05161755532026291,
0.07422234117984772,
-0.024621933698654175,
-0.03559213876724243,
0.016931811347603798,
0.09125998616218567,
-0.09247368574142456,
0.028256909921765327,
0.039681024849414825,
-0.06369619071483612,
0.05002075806260109,
-0.056006066501140594,
-0.031380750238895416,
0.09215626865625381,
0.07991810888051987,
-0.06289421021938324,
-0.0492967888712883,
0.03687816113233566,
0.04827216640114784,
0.01792573183774948,
0.06620506942272186,
-0.027327420189976692,
-0.01289435476064682,
0.028216833248734474,
-0.03250474855303764,
0.08776644617319107,
0.07793701440095901,
-0.04379323497414589,
-0.011389532126486301,
-0.004837684333324432,
-0.05225248262286186,
-0.04614241048693657,
0.01597340777516365,
-0.03949638083577156,
-0.04152121767401695,
0.04038742184638977,
0.040232203900814056,
0.012070558033883572,
0.041703950613737106
] |
🚀 Unleash the Power of Large Language Models and Foundation Models - Read our
insights and expertise on these trends in AI!
Discover more
Services
Navigate intelligence
Activate intelligence
Build intelligence
AI Solutions
Custom solutions
Solutions catalogue
Domains of expertise
References
Client cases
Customer testimonials
Resources
Resource library
Blog
Video & demo
Press
Events
Open Source
Our DNA
How we work
Mission & ambition
Responsible AI
Partners
ML6 For Good
Careers
Jobs
Team
Working at ML6
Taal
NLEN
Contact us
en
defrNL
Contact us
Resource libraryEventTech Meetup Jobfair Berlin
# Tech Meetup Jobfair Berlin
April 18, 2024
6:00 pm
Berlin
Jobfair
Sign up
Organiser
Julie Plusquin
Talent Partner
Guest speakers
No guest speakers for this event
Share
Meet up with ML6 at the Tech Meetup fair in Berlin on the 18th of April.
Join us in our mission to create impact with intelligent technology. | scraping/output/2285017380004148523.txt | [
0.030012447386980057,
-0.009230460040271282,
-0.05730713531374931,
-0.021899137645959854,
0.05758460611104965,
-0.04734281450510025,
0.06865906715393066,
0.06476210057735443,
0.027661195024847984,
-0.05428004264831543,
0.023028291761875153,
0.03225279226899147,
0.0353388637304306,
-0.05704023316502571,
-0.015817640349268913,
0.051098164170980453,
0.02421802468597889,
-0.0222858265042305,
-0.030829180032014847,
-0.05296986550092697,
-0.0009338046656921506,
0.00026437354972586036,
-0.05207919329404831,
0.06676379591226578,
0.056623026728630066,
0.039086248725652695,
-0.05697355419397354,
0.0016231524059548974,
0.03448040410876274,
-0.009688242338597775,
-0.01405138336122036,
-0.04743758216500282,
0.04927116632461548,
-0.07065411657094955,
0.022715723142027855,
0.003631491446867585,
-0.025043075904250145,
-0.03917045146226883,
0.03321697562932968,
-0.06672696024179459,
-0.002202872186899185,
0.03423096984624863,
0.023081351071596146,
0.01312919519841671,
0.040114644914865494,
0.03115824982523918,
-0.02583211660385132,
0.0634273886680603,
-0.01980811357498169,
-0.05403216928243637,
-0.06849672645330429,
0.04267493635416031,
0.02475595287978649,
0.05332023277878761,
0.05203955993056297,
-0.08250392228364944,
-0.057762131094932556,
-0.08059101551771164,
-0.06529863178730011,
0.03498842567205429,
0.04613038897514343,
-0.054566510021686554,
-0.0037944118957966566,
0.029434535652399063,
0.0681675523519516,
0.08087300509214401,
0.016506651416420937,
0.01987459883093834,
-0.1046328917145729,
-0.0347822904586792,
-0.03362187370657921,
0.08404829353094101,
0.015438339672982693,
-0.05308053642511368,
-0.0024682842195034027,
0.05391528829932213,
0.00942634791135788,
-0.07325471937656403,
0.04710898548364639,
-0.009168090298771858,
-0.0642257034778595,
-0.05113350600004196,
-0.06735000014305115,
0.003233557567000389,
-0.08096108585596085,
0.05267323553562164,
0.02265833504498005,
-0.05829102545976639,
0.07360260933637619,
-0.026223985478281975,
0.04407339543104172,
0.05021200701594353,
-0.0542391836643219,
-0.0518319308757782,
-0.0373116210103035,
-0.0863872691988945,
-0.042701106518507004,
0.05785711109638214,
0.0704495906829834,
-0.030785614624619484,
0.03355730324983597,
-0.052856218069791794,
0.11456962674856186,
-0.0845087394118309,
-0.08810705691576004,
0.03704631328582764,
0.024273144081234932,
-0.10401671379804611,
0.029599417001008987,
-0.06689932197332382,
-0.06732981652021408,
0.07482188940048218,
0.07035072892904282,
0.04013990983366966,
-0.05492939054965973,
-0.014771824702620506,
-0.03101084940135479,
-0.04791451245546341,
0.01716597005724907,
-0.04794870316982269,
0.11386480182409286,
-0.07901056855916977,
-0.09592606872320175,
-0.09530873596668243,
-0.04477518051862717,
-0.03142041340470314,
0.005286099389195442,
0.05819932371377945,
-0.005494468845427036,
0.03939998149871826,
0.025283848866820335,
0.014688052237033844,
0.027635496109724045,
0.022114906460046768,
0.08775833249092102,
0.07135457545518875,
-0.07631982862949371,
-0.015505561605095863,
-0.042720977216959,
-0.06143130362033844,
-0.015651902183890343,
0.04620344936847687,
-0.02735234424471855,
0.04747284576296806,
0.0486459843814373,
0.0384126715362072,
0.09515455365180969,
-0.0557573102414608,
0.06478197127580643,
-0.007945220917463303,
0.06728356331586838,
-0.03709813207387924,
0.07104199379682541,
0.03609086945652962,
0.03555567190051079,
-0.0506947822868824,
-0.07825766503810883,
-0.03841530159115791,
0.041628725826740265,
0.0464436300098896,
-0.0470687560737133,
-0.023709628731012344,
-0.04590174928307533,
-0.008156676776707172,
-0.05521991848945618,
-0.011501687578856945,
0.04119651019573212,
0.04076496884226799,
-0.04187551513314247,
-0.07963667809963226,
-0.07004199177026749,
0.03842370584607124,
-0.07075230032205582,
0.053566548973321915,
-0.020288584753870964,
0.03602937236428261,
-0.07451130449771881,
0.0312865674495697,
0.042733654379844666,
0.0825691893696785,
-0.07872458547353745,
0.016953131183981895,
-0.06360733509063721,
-0.058585524559020996,
-0.0802232176065445,
-0.06986818462610245,
-0.015733525156974792,
0.03546026721596718,
0.04690054804086685,
-0.05744827911257744,
-0.006597703322768211,
0.0433967188000679,
-0.04006321355700493,
-0.08617434650659561,
-0.045727796852588654,
0.04153921455144882,
-0.005681164097040892,
0.036845576018095016,
0.06200466677546501,
0.05635865777730942,
0.016955535858869553,
-0.03315581753849983,
0.020611435174942017,
0.047625672072172165,
0.05603601410984993,
-0.012467557564377785,
-0.03664325177669525,
0.08284688740968704,
-0.01880113035440445,
0.03786406293511391,
0.05326956510543823,
-0.05816630646586418,
-0.015224311500787735,
0.024980932474136353,
0.014096852391958237,
-0.024640187621116638,
0.0217406265437603,
0.07602410763502121,
-0.0432860292494297,
0.07159319519996643,
0.014310406520962715,
-0.016777511686086655,
0.06840910762548447,
-0.05672834813594818,
0.0018570158863440156,
0.05828322842717171,
0.07776015251874924,
-0.05966167524456978,
-0.053491316735744476,
0.04666725546121597,
-0.05507194995880127,
-0.03516078367829323,
-0.03401222452521324,
-0.07597492635250092,
-0.027163777500391006,
-0.05435490235686302,
-0.028729494661092758,
0.04581868276000023,
0.0713677778840065,
-0.04748838394880295,
-0.07124211639165878,
-0.029179323464632034,
0.050557252019643784,
-0.05029945448040962,
0.07291179150342941,
-0.085797019302845,
0.009004838764667511,
0.033241111785173416,
-0.011682487092912197,
0.023247240111231804,
0.05398498848080635,
-0.015375792980194092,
-0.031172027811408043,
-0.02479730360209942,
-0.037931930273771286,
0.07095570117235184,
0.06863614916801453,
0.09833604842424393,
-0.07348907738924026,
0.04170204699039459,
0.009808714501559734,
-0.04745864495635033,
0.07848980277776718,
0.06050054728984833,
0.04005648195743561,
0.037043843418359756,
-0.048861633986234665,
-0.045338552445173264,
-0.06741594523191452,
-0.06265952438116074,
-0.05690924450755119,
0.056091226637363434,
0.03467801213264465,
-0.027310222387313843,
-0.04689556360244751,
-0.02648303471505642,
0.022017771378159523,
0.07346843183040619,
-0.04544325917959213,
-0.018268099054694176,
0.06099075824022293,
0.01185974758118391,
0.03886169567704201,
0.04279381409287453,
0.0046719741076231,
-0.03089292347431183,
-0.012425072491168976,
0.06035048887133598,
-0.05295148491859436,
-0.07130567729473114,
-0.04433369264006615,
-0.05725208669900894,
0.023875853046774864,
-0.019824113696813583,
0.09597373008728027,
0.029919594526290894,
0.004664001055061817,
0.026000142097473145,
-0.04617884382605553,
0.04453898221254349,
-0.011770550161600113,
-0.003911938052624464,
0.0423680879175663,
0.07836827635765076,
-0.027804473415017128,
0.007742590736597776,
0.023208720609545708,
0.03533182293176651,
0.06626446545124054,
0.024378126487135887,
0.055655449628829956,
0.04650585725903511,
-0.04338284581899643,
-0.0011291797272861004,
0.02552950009703636,
0.07175838202238083,
-0.012054418213665485,
0.051313623785972595,
-0.11818691343069077,
-0.04522298276424408,
-0.03173558786511421,
-0.06336283683776855,
0.00710166385397315,
-0.07993417978286743,
0.014547156170010567,
0.07328866422176361,
-0.07436367869377136,
-0.03613198921084404,
0.046520061790943146,
0.03483283147215843,
0.001987395342439413,
-0.02991705946624279,
-0.006026320159435272,
0.07875976711511612,
-0.04129993915557861,
-0.036360595375299454,
-0.027414470911026,
0.060512788593769073,
-0.08487051725387573,
-0.07326758652925491,
0.03315170854330063,
0.03223346173763275,
-0.07838911563158035,
0.04963018372654915,
-0.034920286387205124,
-0.031944505870342255,
0.09473751485347748,
-0.00975777953863144,
-0.04045984894037247,
0.029448233544826508,
0.09113894402980804,
-0.08573988080024719,
0.03696243464946747,
0.037977349013090134,
-0.07524435967206955,
0.07931850850582123,
-0.06404619663953781,
-0.019701698794960976,
0.10051967948675156,
0.06443239003419876,
-0.05591883137822151,
-0.060851018875837326,
0.029215114191174507,
0.006420321296900511,
0.030056411400437355,
0.0190658587962389,
-0.012856019660830498,
-0.002225348260253668,
0.03727231174707413,
-0.015960361808538437,
0.06617652624845505,
0.09073459357023239,
-0.038365114480257034,
-0.005392889492213726,
-0.040212586522102356,
-0.0663924440741539,
-0.048898931592702866,
0.02922874689102173,
-0.046781785786151886,
-0.030414089560508728,
0.04314357787370682,
0.06673745810985565,
0.019663583487272263,
0.07107165455818176
] |