问题：﻿美国比较好的data science研究生项目有哪些？ NA
话题：﻿留学美国、大数据
回答：﻿以下这些是根据USNews提高的Mathematics,Statistics,ComputerScienceandBusiness这四个指标给出的DataScience研究生项目排名：1.MSinDataScience,ColumbiaUniversityColumbiaUniversityislocatedintheheartofNewYorkcity.BeinganIvyLeagueinstitution,therearenoquestionsaboutitsreputation.TheMSprogramisbeingrunbytheDataScienceInstituteatColumbia.Thestudentshaveaccesstocoursesfromallthetopprogramsattheinstitute.Thegeneralcoursedurationis16months,i.e.3semestersofstudyandaninternshipsemester.Curriculum:Coursesworth30creditsarerequiredtobecompletedandmostofthegraduatelevelcoursesare3creditseach.Itconsistsof6corecoursescoveringtheessentialsofcomputerscience,probability,statisticsandmachinelearning.Thereisacapstoneprojectinthelastsemester.2.MSinDataScience,NewYorkUniversityNYUislocatedinNewYorkcityandisfairlyreputed.TheMSprogramisbeingrunbytheCenterforDataScienceatNYU.Thestudentshaveaccesstocoursesfromawiderangeofdepartmentsincludingstatistics,AI,bio-statistics,business,economics,psychologyetc.Thecoursecanbecompletedin3or4semesters,dependingonthechoiceofstudents.Curriculum:12coursesworth36creditsarerequiredtobecompleted.Itconsistsof6corecoursescoveringtheessentialsofstatisticsandmachinelearningandacapstoneprojectinthelastsemester.Remaining6coursescanbetakenaselectivesfromawidepoolofdomainswhichcanbefoundhere.Thiscoursehasauniquestructureoffering50%ofthecoursesaselectiveswhichisrarelyseenincourses.Conclusion:Thisprogramwillprovidedastrongfoundationinmachinelearningandampleexperienceinaparticulardomainthroughthe6electivescourses.NYUmightlackslightlyintermsofthedepartmentalrankingsbuttheprogramstructureandlocationofNYC.3.MSinComputationalDataScience,CarnegieMellonUniversityCarnegieMellonUniversity(CMU)isoneofthetopmostuniversitiesforresearchincomputerscience.It’sCSdepartmentalsorunfewspecializedmastersprograms.Theseprogramsfocusononecoredomain,havehighertuitionfeeandoffersnoassistance.Theytreatthemascashcowprogramsbutstudentsbenefitfromthehighqualitypedagogy.MSCDSisonesuchprogram.Itspansover16monthswith3semestersofstudyandaninternshipsemester.Curriculum:Thereare2concentrationtochoosefrom–AnalyticsorSystems.AnalyticswillfocusonmachinelearningaspectandSystemswillfocusonbigdataandcomputationalaspects.Total8unit-courses,2seminarcoursesand1capstoneprojectisrequiredtocompletethecourse.Outofthe8unit-courses,3areelectiveswhichcanbetakenfromtheDepartmentofComputerScience.Conclusion:ThisisaCSorientedprogramandidealforpeoplewithsomecodingexperiencewhowanttogetintomachinelearning.Thedrawbackbeingthatthebusinesssideoftheprogramisweakandyoushouldnotexpectgettingsomedomainexperiencelikefinance/healthcare.Itisbettersuitedforsoftwareengineeringrolesratherthandatascientistroles.4.MSinMachineLearning,CarnegieMellonUniversityThisisanotherprogramlike#3offeredbytheMachineLearningDepartmentinthedeptofCSatCMU.Thecoreideaisthesameexceptforacoupleofchanges:ItissolelybasedonMLandismoremathematicalnature.CoverstheoreticalMLatabroaderlevel.Thereareonly2electivecoursesand1finalproject.Noseminarcourseslikeabove.Thetuitionfeeisslightlyless.Thiswouldalsoprepareyouforsoftwareengineeringorresearchroles.Youshouldchoosethisifyouhaveatheoreticalbentofmindandwouldliketopursueadoctorate(Ph.D)aftermasters.5.MSinAnalytics,NorthwesternUniversityThisinterdisciplinarymastersprogramisbeingrunbyMcCormick(engineering),Kellogg(management)andMedill(journalism)schoolsatNWUalongwithindustryprofessionalsintheChicagoarea.It’sa15monthprogramwitha10weekinternship.Curriculum:Thecurriculumconsistsof14courses,18-monthindustrypracticumand1capstoneproject.Only2coursesoutofthe14areelectivesandthattoofromasmallpool.So,thecurriculumismoreorlessfixed.Oneofthereasonsforastringentcurriculumissmallbatchsizeofjust35.Thisisabigadvantageintermsofinteractionsandlearningduringtheprogram.Thecoursestouchesuponcrucialaspectsofanalyticsincludingstatistics,programming,databases,optimizationwithafocusonindustryapplications.6.MSinAnalytics,GeorgiaInstituteofTechnologyThisinterdisciplinaryprogramisrunjointlybytheCollegeofEngineering,BusinessandComputingatGaTech.Itsa1yearprogramandcoversthefall,springandsummersemesters.Curriculum:Theprogramisdesignedintheformof3tracks–AnalyticsTools,BusinessAnalyticsandComputationalDataAnalytics.Thedetailscanbefoundhere.Eachtrackcoversstatistics,operationalresearchandcomputingcourses.Thenumberofcoursesofeachtypedifferbytrack.Thereisafairshareofelectiveswhichdependonthechosentrack.Ingeneral,thereare5corecoursesand5electives.Conclusion:Thisisatypicalcourseworkbasedprogram.Onedrawbackcouldbethechoicebetweenacapstoneandinternship.Also,theshortdurationoftheprogramwillputadditionalacademicburdenandrestrictsthenetworkingopportunities.ThepositivesareintermsofGaTech’sbrandnameandtheinvolvementofoperationsresearchcoursesinwhichGaTechisoneofthebestinstitutes.7.MSinAnalytics,NorthCarolinaStateUniversityThisprogramismanagedbytheInstituteofAdvancedAnalyticsatNCSUandisthefirstanalyticsprogramstartedwaybackin2007.Mostoftheotherprogramsare2-4yearsoldandthuslackrecognition.ButNCSUisahighlyreputedprogramintheanalyticsindustry,eventhoughNCSUasawholeisconsideredatier2institution.Thisisa10-monthintensiveprogram,with3semestersstartinginthesummerandendinginspring.Moreover,GREscoreisnotrequiredforapplication,onlyTOEFLisrequired.Curriculum:Thecurriculumexposesstudentstoawidespectrumoftopicswhichcanbefoundhere.Theprogramendswithanindustrysponsoredcapstoneproject.Thecurriculumfocusesonmathematicsandstatisticsandcoversmanystatisticaltechniques.Conclusion:NCSUisawellreputedprogramwithgoodfutureprospects.Itpreparecandidateswellfordatascientistrolesasitexposesthemtoawidespectrumofanalyticstechniques.Strongmathematicsandstatisticsfundamentalsarerequiredtogetintothisprogramandyoushouldapplyonlyifyouareconfidentaboutthesame.8.MSinAnalytics,TexasA&MUniversityThemastersprogramatTAMUisofferedbythedepartmentofstatisticsandit’sapart-timeprogramforworkingprofessionals.TheprogramwebsiteisnotmuchinformativebutTAMUasaninstitutionhasadecentreputationintheindustry.Beingaparttimeprogram,itisspreadover5semesters.Curriculum:Thecurriculumconsistsof12courses,detailsofwhichcanbefoundhere.Theprogramendswithanindustrysponsoredcapstoneproject.Thereareonly2electivecourses.Thecurriculumhasafocusonstatisticswithapplicationsinfinanceandmarketing.Overall,itisadecentprogramanddesignedspecificallyforworkingprofessionals.9.MSinBusinessAnalytics,MichiganStateUniversityThisisa1yearprogramwhichcommencesinthespringsemesterandcontinuesinsummerandfallwithgraduationinDecember.Thecoursepreparesstudentsfordatascientistrolesinindustriessuchasconsulting,automotive,consumerproducts,retail,andfinancialservices.Curriculum:Thecurriculumconsistsof12courses,detailsofwhichcanbefoundhere.Thereareonlynoelectivecoursesasallcoursesarepre-defined.Thesummersemesterhasworkloadofonly2coursesandinadditionacapstoneprojectofa10-12weekinternshipcanbecompletedinthatperiod.Conclusion:Thisisagoodprogramandifyoulikethefixedcurriculum,itmightworkout.Also,sinceMichiganStateUniversityisnotasreputedassomeotheruniversitiesmentionedhere,itmightbeeasiertogetin.10.MSinBusinessAnalytics,UniversityofCincinnatiThisisanother1yearprogramcommencinginfall,withamoreorlessfixedcurriculum.Itpreparesthecandidatesforbusinessanalystanddatascientistpositions.Curriculum:Thecurriculumconsistsof12courses,detailsofwhichcanbefoundhere.Theprogramendswithanindustrysponsoredcapstoneproject.Thereareonly2electivecourses.PS.我有同学在CarnegieMellonUniversity学DataScience,就目前来看DataScience就业前景还是很不错的，楼主一定要好好准备申请材料哦！