ahmedheakl/docatlas_instruct huggingface dataset:
Annexure-I

##### Terms and conditions attaching to Grant-in-aid to NGO / Registered Society.

- A)

1. The grantee will execute a bond in favor of the President of India in the prescribed form. The bond shall be supported by two sureties if the grantee is not a legal entity 2. The accounts of the project shall be maintained separately. Reports on progress of expenditure will be sent as and when asked for by Grantor. The accounts may be audited by the C&AD, at his discretion, in addition to audit by Registered Chartered Accountant. The account books on the implementation of the project shall be open to check by an officer of the government, deputed by the Grantor. The audited accounts shall be sent to the Grantor annually. 3. The grant shall be utilized for the purpose for which it is sanctioned and in the stipulated time schedule. The grantee shall not divert any portion of the grant received by him for any other purpose or organization or individual. 4. The grantee shall furnish, every quarter, progress of expenditure on the grants received up to the end of the previous quarter, along with a progress report on the implementation of the project. Release of further instalments of grant will be made only on receipt of such reports. The reports will clearly indicate the targets fixed in the project and achievements there against. Lack of clarity in the report may lead to delay in release of further instalments of grant. Further amounts may also not be released if the progress in implementation of the project is not clear from the report, or the achievement of project's not given. 5. The grantee shall furnish a utilization certificate in the enclosed proforma and the grants received every year within 6 months of the close of the financial year. 6. Any portion of the grant that remains unutilized for the purpose granted shall be refunded to the Govt. by the grantee with interest except where it is adjusted against subsequent releases. 7. The grantee shall maintain a record of assets and other items of permanent value having a life of not less than five years and costing Rs. 10,000/- and above, acquired wholly or substantially out of the grants. Such assets should not be disposed off, encumbered or diverted for purposes other than for which the grant is sanctioned without the prior approval of the Government of India. Should the grantee organization cease to exist at any time, such assets etc. shall be surrendered to the Government of India. 8. When the Government of India/ State Government have reasons to believe that the grant is not being utilized for the purpose for which it sanctioned, the amount paid to the grantee are liable to be refunded to the Government of India. 9. The Government reserves the right to dominate a representative in the management of any grantee institution which receives grant-in-aid from Government of India amounting to more than 50% of its annual recurring expenditure.
- 8. Për të konstatuar cilësinë si dhe llojin e produkteve që dëshirojmë (në mënyrë që oferta juaj të jetë sa më reale, edhe pse specifikimet janë dhënë të sakta në Aneksin A), mund të 00 00 kontaktoni nga data deri më datë , ora në: 25.11.2022 04.12.2022 09 - 17

## info@udhetimiilire.org info@udhetimiilire.org udhetimilire@gmail.com

- 9. Të dhënat e kontratës:

## Afati: muaj Afati: muaj

## Objekti i kontratës

Objekti i kësaj kontrate është shitja nga 'Shitësi' tek Shoqata 'Udhëtim i Lirë - Liberi di Viaggiare' i produkteve të specifikuar në aneksin Atë kësaj Kontrate. 'Shitësi' nuk mund të bëjë asnjë ndryshim në sasitë dhe llojin e kërkuar të produkteve, edhe nëse kjo kërkesë vjen nga marrësit në dorëzim. Çdo ndryshim do të bëhet vetëm me shkrim dhe e firmosur nga palët e kësaj kontrate. 'Shitësi' është i detyruar të dorëzojë produktet sipas cilësisë që ai ka konstatuar në paraqitjen nga ana jonë, të materialeve që ne dëshirojmë sipas komunikime që UiL do të ketë me shitesin.

## Çmimet dhe pagesa

'Shitësi' për periudhën e kohëzgjatjes së kësaj kontrate (6 muaj), nuk mund të bëjë asnjë ndryshim në çmimet e ofruara. Nëse 'Shitësi' ndryshon çmimet e përcaktuara në këtë kontratë, Shoqata 'Udhëtim i Lirë - Liberi di Viaggiare' do të zgjidhë në mënyrë automatike këtë kontratë dhe do të vazhdojë blerjen nga një nga firmat e tjera të konsideruar fituese në tender.

Pagesa, do të paguhet Brenda njëzet (20) ditëve kalendarike nga dita e marrjes së shërbimit/ të mirave dhe pranimit të faturës nëpërmjet transfertës bankare.

## Garancia

'Shitësi' i garanton Shoqatës 'Udhëtim i Lirë - Liberi di Viaggiare' se produkti është sipas sasisë dhe specifikave teknike të përshkruar në Aneksin A dhe përputhen në çdo aspekt me kërkesat dhe rregullat e kërkuara dhe parashikuara. 'Shitësi' i garanton Shoqatës 'Udhëtim i Lirë - Liberi di Viaggiare' se produkti do të jetë pa defekte. 'Shitësi' i garanton Shoqatës 'Udhëtim i Lirë - Liberi di Viaggiare' se produkti do të jetë sipas cilësisë së konstatuar në paraqitjen nga ana jonë të produkteve që ne dëshirojmë e që UiL do të konfirmojë me Shitësin. Nëse Shoqata 'Udhëtim i Lirë - Liberi di Viaggiare' gjatë afatit të kohëzgjatjes së kësaj kontrate do të konstatojë shkelje të pikave të nenit 5, Shoqata 'Udhëtim i Lirë - Liberi di Viaggiare' do të zgjidhë në mënyrë automatike këtë kontratë dhe do të marrë masa që nga rimbursimi i kostos dhe shpenzimeve, deri në përjashtimin e firmës nga pjesëmarrja në tenderat e ardhshëm.
- A. Capital intensive industry
- B. Large Scale Management
- F. Sole proprietorship
- G. Co-operative Institution
- 9. एकल स्वाशमत्व ननम्नशलणखत के मामले में उपयुक्त है:
- ए. पूींजी गहन उद्योग

बी बड़े पैमाने पर प्रबींधन एफ. एकमात्र स्वाशमत्व जी सहकार सींस्था

10. Which form of organisation maintains mximum secrecy:

- A. Co-operative Society
- B. Joint Ventures
- C. Partnership
- D. Sole proprietorship
- 10. सींगठन का कौन सा रूप अधधकतम गोपनीयता रखता है:

ए सहकार सशमनत बी सींयुक्त उद्यम सी साझेदार Partner डी. एकमात्र स्वाशमत्व

- 11.Registration is not necessary in case of a:

A .Joint Stock Company
Neurtu objektu hauen luzera eta bete itzazu taulan metro, dezimetro eta zentimetro unitateak erabiliz.

Neurtzekoak	Metroa	Dezimetroa	Zentimetroa
Orri baten zabalera
Orri baten luzera
Mahaiaren zabalera
Mahaiaren luzera
Gelaren zabalera
Gelaren luzera
Arbelaren zabalera
Arbelaren luzera

- 1.3. ERANTZUN GALDERA HAUEI

- Zer zabalera du orriak?

- - Zer luzera du orriak?
- - Zenbat luze da mahaia?
- - Zenbat zabal da mahaia?
- - Zenbat du luzeran gelak?
- - Zenbat du zabaleran gelak?
- - Zenbat da luzean arbela?
- - Zenbat da zabalean arbela?
- 1.4. IRAKURRI POLIKI POLIKI ETA, ONDOREN, ZUZENDU AURREKO ARIKETA

Zerbaiten tamaina adierazteko, honako esapide hauek erabiltzen dira: - Leihoak bi metroko zabalera du.

- - Leihoak 50 cm-ko luzera du.
- - Leihoa bi metro luze da.
- - Leihoa 50 cm zabal da.
- - Leihoak bi metro du luzeran.
- - Leihoak 50 cm du zabaleran.
- - Leihoa bi metro da luzean.
- - Leihoa 50 cm da zabalean.
13	13/873/27	SH. PRADEEP PRASAD VERMA S/O SH. LAKEHAN MEHTO NETAJI NAGAR NEAR H.NO.F-2997 NEW DELHI-23 D.O.B(25.3.1973)
14	874/04	SH. UMESH S/O SH. RAM CHANDER H.NO.1380,GAUTAM PURI,PHASE-I ,NEW DELHI-44 DOB(35 YEARS )
15	15/874/15	SH. DEVI CHAND S/O SH. MULTANI RAM E-463,GALI NO.7,BATRA WALA ROAD, SANGM VIHAR ,NEW DELHI DOB(51 YEARS)
16	16/873/46	SH. PRAMOD KUMAR /O SH. LALA RAM RZE/13C,DABARI EXTN,EAST,NEW DELHI-45 DOB(47 YEARS)
17	17/894/24	SMT. SUKH BAI W/O SH. GOPI 1328,PUNAR WAS COLONY,PHASE-III MADAN PUR KHADAR,NEW DELHI DOB(66 YEARS)
18	18/894/22	SMT. PREM W/O SH. RAMET 215,MADAN PUR KHADAR,J.J.COLONY, NEW DELHI-76 DOB(02-01-1971)
19	19/894/21	SH. RAM VILAS S/O SH. KAJOL 1328/ JJ CLONY MADANPUR KHADAR NEW DELHI D.O.B(15.38.1977)
20	894/18	SH. PRAKASH S/O SH. KISHOR PLOT NO.-173, PHASE-3, SARITA VIHAR, J. J. COLONY, MADANPUR KHADDAR, NEW DELHI-76 D.O.B(25.2.1987)
21	894/19	SH. MANOJ KUMAR S/O SH. JASWANT SINGH D-247,BASURKHAR MARKET,MOTI BAGH-1, NEW DELHI-21 DOB(20-05-1980)
22	895/10	SH. MUKESH KUMAR S/O SH. BANSI LAL B-68 KHAN PUR,J.J. COLONY, NEW DELHI-62 DOB(41 YEARS)
23	894/41	SH. AKSHAY SONIC S/O LT.SH. O.P. SHARMA 26,IIND FLOOR SUKH VIHAR,DELHI-51 DOB(36 YEARS)
24	895/06	SH. SUKH PAL S/O SH. NATHU RAM B-491 DAKSHIN PURI DR. AMBEDKAR NAGAR SECTOR 5 NEW DELHI AGE(54Y)
25	895/5	SH. NAROTAM RAM S/O SH. NATHU RAM B-491,DAKSHIN PURI, NEW DELHI DOB(33 YEARS)
26	894/40	SMT. SUDHA SONIK W/O SH. ABHAY SONIK 26 FIRST FLOOR ,SUKH VIHAR PARVANA ROAD, DELHI-51 DOB(14-06-1966)
რედაქტორი ავტორის ნაცვლად	( გურჩიანი 2010, 47) ისტორიის შესახებ . გურჩიანი , ქეთევან , რედ . 2010. თბილისი : ილიას სახელმწიფო უნივერსიტეტის გამომცემლობა
თარგმნი ლი წიგნი	( სტიგლიცი 2012, 17) გლობალიზაცია და მისი თანმდევი სტიგლიცი , ჯოზეფ . 2012. უკმაყოფილება . მთარგმნ . ლია ჯამბურია . თბილისი : საუნჯე
ორგანიზაცი ა როგორც ავტორი	(World Health Organization 2003, 50) Organization of services for World Health Organization. 2003. mental health. Geneva: World Health Organization.
მრავალტომია ნი ნაშრომის ცალკეული ტომი	( ბარნოვი 1964, 15) ბარნოვი , ვასილ . 1964. ლიტერატურული და პუბლიცისტური თხზულებათა სრული კრებული : 10 ტომად . წერილები . ტ . 10, თბილისი : ლიტერატურა და ხელოვნება .
ნაშრომ ი კრებული დან	(Carr and Schuurman 1996, 59) Carr, Anne, and Douglas J. Schuurman. 1996. Religion and In Religion, feminism: A reformist Christian analysis. feminism, and the family, ed. Anne Carr and Mary Stewart Van leeuwen, 11-32. Louisville, KY: Westminster John Knox Press.
ინტერნეტშ ი განთავსებ ული წიგნი	( თურაბიანი 2007, 105) სახელმძღვანელო რეფერატების , თურაბიანი , ქეით ლ . 2007. თეზისების და დისერტაციების ავტორებისათვის. 'ჩიკაგოს სტილი' სტუდენტისა და მკვლევრებისათვის . მთარგმნ . ანა ადამია და მარინე თავყელიშვილი . https://bit.ly/2z4DMSS (29.06.2018).
,e ,e . . - 6
25	Sh Satya Narain Garg, EE,RMD-7	श्री , lR; ukjk;.k xxZ अचधशा ी असियिंता, आर . डी ,e . . - 7	27940118	9711880600
[DWARKA ZONE/MANGLAPURI]
1.	Sh A.K. Aggarwal, CE (Dwk)	श्री , ,-ds- vxzoky मुख्य अलियंता (द्वारका)	25036050 F- 25035415	9650373210
2.	Sh J.K. Behel, SE(HQ)	Jh Jh ts-ds- csgy अधीक्षण असियिंता (मुख्यालय)	25055204	9810229896
3.	Sh Parvesh Kumar, SE(P)-2	Jh Jh i jos'k dqekj अधीक्षण असियिंता (पी) - 2	25034837	9871068840
4.	Sh. Pradeep Kumar Gupta, EE(HQ)	Jh iznhi dqekj xqIrk अचधशा ी असियिंता (मुख्यालय)	25034837	9350361342
5	Sh. B.L. Goel EE(P)-I	Jh ch-,y- xks;y] अचधशा ी असियिंता पी ( )-I	25034837	9868259402
6.	Sh. Rajbir Singh, EE (P)-II	Jh jktchj flag अचधशा ी असियिंता पी ( )-II	25034837	9810248082
7.	Sh. Ajay Bansal, EE(P)-III	Jh vt; caly अचधशा ी असियिंता पी ( )-III	25034837	9810537528
8.	Sh Arun Kumar, SE, DCC-1	Jh Jh v:.k dqekj अधीक्षण अलियंता - /CC 1	25035553	9811518779
9.	Sh. Chhanveer EE(HQ)	Jh Nuohj अचधशा ी असियिंता (मुख्यालय)	25035553	9990738731
10.	Sh Ram Singh Panwar, EE(P)	श्री , jke flag iaokj अचधशा ी असियिंता पी ( )	25035553	9312309274
11.	Sh Praveen Kumar Jain, EE, DMD-1	Jh Jh izohu dqekj tSu अचधशा ी असियिंता , Mh-,e-Mh-&1	25070398	9810292419
12.	Sh R.K. Kajla, EE,DPD-1	Jh Jh vkj-ds- dktyk अचधशा ी असियिंता, Mh-ih-Mh-&1	25081394	9818724896
13.	Sh Ravinder Goswami, EE,DMD-2	Jh Jh jfoanz xksLokeh अचधशा ी असियिंता, Mh-,e-Mh-&2	25075581	9650803232
14	Sh Yash Pal Singh, SE/DCC-2	;'k iky flag] अधीक्षण अलियंता, लसववल सर्कल - 2	25058684	9868659490
15	Mozzam Ali Khan EE(P)	eksTte vyh [kku अचधशा ी असियिंता पी ( )	25058684	9999110514
16	Mozzam Ali Khan, EE(HQ)	eksTte vyh [kku] अचधशा ी असियिंता (मुख्यालय)	25058684	9999110514
17.	Sh Mahesh Chandra, EE/DPD-2	Jh Jh egs'k panz अचधशा ी असियिंता , Mh-ih-Mh-&2	25031798	8826184242
18	Sh H.S. Rawat	Jh ,p-,l- jkor ,	25086564	9868533888

P a g e | 35
MTOE-307	Cost Management of Engineering Projects
Lecture	Tutorial	Practical	Credit	Major Test	Minor Test	Total	Time
3	0	0	3	60	40	100	3 Hrs.
Program Objective (PO)	To enable students to make aware about the cost management for the engineering project and apply cost models the real world projects.
Course Outcomes (CO)
CO1	Students should able to learn the strategic cost management process.
CO2	Students should able to types of project and project team types
CO3	Students should able to carry out Cost Behavior and Profit Planning analysis.
CO4	Student should able to learn the quantitative techniques for cost management.

## Unit-1

Introduction and Overview of the Strategic Cost Management Process Cost concepts in decision-making; relevant cost, Differential cost, Incremental cost and Opportunity cost. Objectives of a Costing System; Inventory valuation; Creation of a Database for operational control; Provision of data for Decision-Making.

## Unit-2

Project: meaning, Different types, why to manage, cost overruns centres, various stages of project execution: conception to commissioning. Project execution as conglomeration of technical and nontechnical activities. Detailed Engineering activities. Pre project execution main clearances and documents Project team: Role of each member. Importance Project site: Data required with significance. Project contracts. Types and contents. Project execution Project cost control. Bar charts and Network diagram. Project commissioning: mechanical and process

## Unit-3

Cost Behavior and Profit Planning Marginal Costing; Distinction between Marginal Costing and Absorption Costing; Break-even Analysis, Cost-Volume-Profit Analysis. Various decision-making problems. Standard Costing and Variance Analysis. Pricing strategies: Pareto Analysis. Target costing, Life Cycle Costing. Costing of service sector. Just-in-time approach, Material Requirement Planning, Enterprise Resource Planning, TotalQuality Management and Theory of constraints. Activity-Based Cost Management, Bench Marking; BalancedScore Card and Value-Chain Analysis. Budgetary Control; Flexible Budgets; Performance budgets; Zero-based budgets. Measurement of Divisional profitability pricing decisions including transfer pricing.

## Unit-4

Quantitative techniques for cost management, Linear Programming, PERT/CPM, Transportation problems, Assignment problems, Simulation, Learning Curve Theory.

## References:

- 1. Cost Accounting A Managerial Emphasis, Prentice Hall of India, New Delhi
- 2. Charles T. Horngren and George Foster, Advanced Management Accounting
- 3. Robert S Kaplan Anthony A. Alkinson, Management & Cost Accounting
- 4. Ashish K. Bhattacharya, Principles & Practices of Cost Accounting A. H. Wheeler publisher
- 5. N.D. Vohra, Quantitative Techniques in Management, Tata McGraw Hill Book Co. Ltd.

Note for paper setter for paper setter : Eight question will be set in all. Two questions from each unit. The candidate will be required to attempt four question in all and selecting one question from each unit.
Crop/enter prise	Farming situation	Problem Diagnosed	Title of OFT Assessmen t/Refineme nt	No. of Trials	Technology Assessed/refi ned	Parameters of assessment	Data on the parameter	Results of assessment/refinme nt	Feedback from the farmers	Technology Assessed	Productio n per Unit	Net Return (Profit) in Rs./uni t	CB Ratio
1	2	3	4	5	6	7	8	9	10	11	12	13	14
Poultry	Backyard Poultry	Lack of Income generating activities to Small farmers	To compare the Performan ce of Desi and Improved desi birds in backyard system.	10	T1 : Rearing of Desi birds	1. Weight gain in 10 wks 2. %change in parameter 3. B:C ratio	Average wt. 523.66 gm -	Giriraja birds given more weight gains in same rearing systems.	Farmers are happy by getting more weight gain in small period which leads to more profit.	Desi birds in backyard system	Average wt. 523.66 gm	-	-
T2 : Rearing of Giriraja birds	1. Weight gain in 10 wks 2. %change in parameter	Average wt. 956.24 gm 81.21	Giriraja birds in backyard system	Average wt. 956.24 gm	-	-
Backyard Poultry	Lack of Income generating activities to Small farmers	To compare the Performan ce of Desi and Improved desi birds in backyard system.	10	T3 : Rearing of Satpuda birds	1. Weight gain in 10 wks 2. %change in parameter	Satpuda birds not available	Giriraja birds given more weight gains in same rearing systems.	Farmers are happy by getting more weight gain in small period which leads to more profit.	-	-	-	-

36
2 нче а.б. укытучылар, бик кызганыч, без ерак илләр һәм 2 нче а.б. укытучылар, бик кызганыч, без ерак илләр һәм нче а.б. континентларны күрә алмадык. Шулай булса да, мәктәп туристлык агентлыгы предмет укытучыларына эксклюзив турлар тәкъдим итә.

### Һәр турны игълан иткән саен, укытучыларга матур итеп ясалган буклетлар таратыла.

2 нче а.б. укытучыларны кая җибәрергә? 2 нче а.б. укытучыларны кая җибәрергә? нче а.б. Әлбәттә, Россиянең әдәби урыннарына: Казан, Петербург, Мәскәү, 1 нче а.б. нче а.б. Тамбов... Рәхәтләнеп сәяхәт итегез! Җәйге ялны мәктәп администрациясе кайда үткәрер? 2 нче а.б. нче а.б. Аларга күптән инде беркем дә борчымас өчен һәм ялдан бүлмәс 1 нче а.б. нче а.б. өчен, кеше яшәми торган утрауга путевкалар әзерләнгән. Математика укытучыларына нәрсә тәкъдим итәбез? 2 нче а.б. нче а.б. Ә математикларга - Пифагорның туган иленә сәяхәт. 1 нче а.б. нче а.б. Биология укытучысы өчен профессор Паганель эзләреннән 2 нче а.б. нче а.б. оештырылган экспедиция тәкъдим итәбез. Сездән яңа экзотик гербарий көтәбез. Инглиз теле укытучысын Көнбатыш Европа буенча тур көтә. 1 нче а.б. нче а.б. Химия укытучысы өчен махсус тур - Менделеев усадьбасына 2 нче а.б. нче а.б. сәяхәт. Башлангыч сыйныф укытучыларын кая җибәрәбез инде? 1 нче а.б. нче а.б. Алар группасын бәхетле утрау - Чунга - Чангага җибәрергә тәкъдим 2 нче а.б. нче а.б. итәм. Физкультура укытучысы, махсус сезнең өчен Сочида узучы 1 нче а.б. нче а.б. Олимпиадага тур әзерләнгән. Компьютер артында утыручыга нәрсә тәкъдим итик икән? 2 нче а.б. нче а.б. Аның өчен иң яхшы тур - виртуаль дөньяга сәяхәт. 1 нче а.б. нче а.б. Хөрмәтле укытучылар, «Дөнья тирәли сәяхәт» тапшыруы нәкъ 2 нче а.б. нче а.б. менә шушы урында - мәктәпнең тантаналар залы бухтасында - ахырына якынлашты. Сезгә тагын бер тапкыр сәламәтлек, уңышлар, гаилә бәхете телибез! Укытучылар көне ел буе дәвам итсен, мәктәбебез укытучылар һәм укучыларның дуслык «гаване» булсын.

### Җыр. «Яратыгыз».
- 13. How many pages of books of outcome, if applicable :
- 14. Howmanycopies of the books will be printed :
- 15. Time Budgeting

Year/Month	Activities	Budget (Item wise)

- 16. Other relevant details, if any required :
- Declaration hereby declare that the information given by us in the Application is true, complete and Declaration hereby declare that the information given by us in the Application is true, complete and : correct to the best of our knowledge and belief and that nothing has been concealed or distorted. If any point of time, we are found to have concealed/distorted any information or given any false statement, our application shall liable to be summarily rejected/terminated without notice or compensation.
- Date & Signature of Co-PI Investigator
- Signature of Principal
- Investigator
- Signature of forwarding authority/Head of the Institution alongwith Seal

### (Name, Designation and signature of the Authorized Signatory)
CO1	To understand the concepts of estimation, normal equations and linear models.
CO2	To understand Stochastic-Gradient Algorithms and Steady-State Performance of Adaptive Filters.
CO3	To analyze the tracking and transient performance od adaptive filters.
CO4	Understanding of RLS and various QR Algorithms.

## Unit-1

Introduction:-Variance of a random variable, Estimation: Given No Observations, Given Dependent Observations, Complex and Vector Cases, Normal Equations, Design Examples, Linear Models and applications. Minimum-Variance Unbiased Estimation and applications. Steepest-Descent Algorithms:- Steepest-Descent Method, Transient Behavior, Iteration-Dependent Step-Sizes, Newton's Method.

## Unit-2

Stochastic-Gradient Algorithms:- LMS Algorithm and applications, Normalized LMS Algorithm, Non-Blind Algorithms, Blind Algorithms and properties, Affine Projection Algorithms, Ensemble-Average Learning Curves. Steady-State Performance of Adaptive Filters:- Performance Measures, Stationary Data Model, Fundamental Energy-Conservation Relation, Fundamental Variance Relation, Mean- Square Performance of LMS and ε - NLMS.

## Unit-3

Tracking Performance of Adaptive Filters:-Non-stationary Data Model, Fundamental Energy-Conservation Relation, Fundamental Variance Relation, Tracking Performance of LMS and ε -NLMS. Transient Performance of Adaptive Filters:-Data Model, Data-Normalized Adaptive Filters, Weighted Energy- Conservation Relation, Weighted Variance Relation, Transient Performance of LMS and ε -NLMS.

## Unit-4

Recursive Least-Squares:-RLS Algorithm, Exponentially-Weighted RLS Algorithm, RLS Array Algorithms: Square-Root Factors, Norm and Angle Preservation, Motivation for Array Methods, RLS Algorithm, Inverse QR Algorithm, QR Algorithm, Extended QR Algorithm.

## Text Books

- 1) 'Fundamentals of Adaptive Filtering' by Ali H. Sayed, John Wiley and Sons.
- 2) 'Adaptive Filter Theory' by S. Haykin, Pearson India.

## Reference Books

- 1) 'Adaptive Filters Theory and Applications', by B. Farhang -Boroujeny, John Wiley and Sons.
- 2) 'Linear Estimation' by Kailath & Sayed, PHI
- 3) 'Adaptive Filters' by Ali H. Sayed, John Wiley and Sons.

MTEC-203A	Optical Networks
Lecture	Tutorial	Practical	Credit	Major Test	Minor Test	Total	Time
3	0	0	3	60	40	100	3 Hrs.
Course Outcomes (CO)
CO1	Contribute in the areas of optical network and WDM network design.
MTRA-206	DATA SCIENCE
Lecture	Tutorial	Practical	Credit	Major Test	Minor Test	Total	Time
3	0	0	3	100	50	150	3 Hrs.
Program Objective (PO)	Explain how data is collected, managed and stored for data science and Understand the key concepts in data science, including their real-world applications and the toolkit used by data scientists;
Course Outcomes (CO)
CO1	Provide with the knowledge and expertise to become a proficient data scientist.
CO2	Demonstrate an understanding of statistics and machine learning concepts that are vital for data science;
CO3	Produce Python code to statistically analyze a dataset;
CO4	Critically evaluate data visualizations based on their design and use for communicating stories from data;

### UNIT - I

Introduction to core concepts and technologies: Introduction, Terminology, data science process, data science toolkit, Types of data, Example applications.

### UNIT - II

Data collection and management: Introduction, Sources of data, Data collection and APIs, Exploring and fixing data, Data storage and management, Using multiple data sources

### UNIT - III

Data analysis: Introduction, Terminology and concepts, Introduction to statistics, Central tendencies and distributions, Variance, Distribution properties and arithmetic, Samples/CLT, Basic machine learning algorithms, Linear regression, SVM, Naive Bayes.

### UNIT - IV

Data visualization: Introduction, Types of data visualization, Data for visualization: Data types, Data encodings, Retinal variables, Mapping variables to encodings, Visual encodings.

### Reference Books:

- 1. Cathy O 'N eil and Rachel Schutt. Doing Data Science, Straight Talk From The Frontline. OReilly. '
- 2. Jure Leskovek, Anand Rajaraman and Jeffrey Ullman. Mining of Massive Datasets. v2.1, Cambridge University Press.

Note for paper setter for paper setter : Eight question will be set in all. Two questions from each unit. The candidate will be required to attempt four question in all and selecting one question from each unit.