ahmedheakl/docatlas_instruct huggingface dataset:
CourseCode	TITLE OF THE COURSE	L	T	P	C
Core Lab 8	NaturalLanguageProcessingLab	0	0	3	4
Prerequisite	None	Syllabus Version	2022-23
CourseObjectives
• Tointroducethefundamentalconceptsandtechniquesofnaturallanguage processing(NLP)

ExpectedCourseOutcomes
1	Understandthefundamentalconceptsandtechniquesofnaturallanguageprocessing (NLP)	K2
2	Understandingofthemodels andalgorithmsinthe fieldofNLP.	K2
3	Demonstratethe computational propertiesofnatural languagesandthecommonlyused algorithmsforprocessinglinguisticinformation.	K2
4	Understandingsemanticsandpragmaticsoflanguagesforprocessing	K2
K1 - Remember K2 - Understand K3 - applyK4-AnalyzeK5 - evaluateK6-Create

LISTOFPROGRAMS
1. Implementingword similarity 2. Implementingsimpleproblemsrelatedtoworddisambiguation 3. Simpledemonstrationofpartofspeechtagging. 4. Lexicalanalyzer. 5. SemanticAnalyzer. 6. SentimentAnalysis .
TotalLectureHours	45Hours
TextBook(s)
1	DanielJandJamesH.Martin,‖speechandlanguageprocessing‖anintroductiontonatural languageprocessing,computationallinguistcs&speechrecognition‖prenticehall,2009
ReferenceBook(s)
1	LanHWrittenandElbef,MarkA.Hall,‖datamining:practicalmachinelearningtoolsand techiniques‖,MorganKaufmann,2013
RelatedOnlineContents(MOOC,SWAYAM,NPTEL,Websitesetc)
1	https://onlinecourses.swayam2.ac.in/aic20_sp06/preview
2	https://onlinecourses.swayam2.ac.in/arp19_ap79/preview

PO1	PO2	PO3	PO4	PO5	PO6	PO7	PO8	PO9	PO10
CO1	S	S	M	M	M	S	L	L	L	L
CO2	S	M	S	M	M	S	L	L	L	L
CO3	S	S	M	S	S	M	L	L	L	L
CO4	S	S	S	M	M	M	L	L	L	L

76 76
ALL INDIA INSTITUTE OF MEDICAL SCIENCES, MANGALAGIRI

## FINAL (45mmx35mm) FINAL (45mmx35mm) ASSESSMENT OF THE BOARD

- Fit for pursuing the course/appointment: \_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_
- Unfit for pursuing the course/ appointment on account of: \_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_
- Temporarily unfit on account of: \_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_\_

1	Chairman	:
2	Member (Physician)	:
3	Member (Surgeon)	:
4	Member (Ophthalmologist)	:
5	Member (Otorhinolaryngologist)	:
6	Member (Gynaecologist)	:
7	Member (Psychiatrist)
Date:
## 2 priedas. Tarptautiniu mastu pripažintų mokslo leidyklų sąrašas (rekomenduojamojo pobūdžio; kasmet peržiūrimas ir papildomas)

## Fizinių, biomedicinos ir technologijos mokslo sričių svarbiausių mokslinės literatūros leidyklų sąrašas

Eil. nr.	Mokslinės literatūros leidyklos pavadinimas	URL adresas
1	'Elsevier Science' grupė	http://www.sciencedirect.com
2	'Springer' grupė	http://www.springerlink.com/
3	Blackwell Publishing	http://www.blackwellpublishing.com/
4	Wiley	http://eu.wiley.com/WileyCDA/
5	'Taylor&Francis' grupė	http://journalsonline.tandf.co.uk
6	Academic Press	http://www.sciencedirect.com
7	Lippincott Williams&Wilkins	http://www.lww.com/
8	Karger	http://www.karger.com/
9	Oxford University Press	http://www.oup.co.uk/
10	Cambridge University Press	http://www.cup.cam.ac.uk/default.asp
11	SAGE Publications	http://www.sagepub.co.uk/
12	Nature Publishing Group	http://www.nature.com/
13	MAIK Nauka/Interperiodic	http://www.maik.rssi.ru/
14	Mary Ann Liebert	http://www.liebertpub.com
15	World Scientific	http://www.worldscientific.com/
16	IOP Publishing	http://www.ioppublishing.com/
17	AIP (American Institute of Physics)
18	IEEE (Institute of Electrical and Electronics Engineers)
Kitos nuolat publikuojan čios daugelio šalių Kitos nuolat publikuojan čios daugelio šalių mokslininkų darbus ir daugelyje šalių platinančios produkciją

Leidyklos pavadinimas	Internetinė prieiga	Trumpas pagrindimas
De Gryuter (Walter de Gruyter GmbH)	http://www.degruyter.c om/	Walter de Gryuter (Vokietija) yra akademinė leidykla leidžianti į įvairių krypčių žurnalus. Šiuo metu tai yra trečioji pagal dydį pasaulyje laisvos prieigos leidinių leidykla. Web of Science yra 44 žurnalai su citavimo indeksu.
Hindawi Publishing Corporation	http://www.hindawi.co m/	Hindawi Publishing Corporation laisvos prieigos leidykla leidžianti FTB krypčių žurnalus. Web of Science yra 43 žurnalai su citavimo indeksu.
ACM(JAV)	http://www.acm.org/	ACM (JAV) yra visame pasaulyje gerai žinoma leidykla, kuri specializuojasi Computer Science leidinių leidyboje. ACM leidžiami žurnalai turi didžiausius citavimo indeksus informatikos ir elektronikos žurnalų grupėje. Web of Science yra 32 ACMžurnalai su citavimo indeksu.
IGI GLOBAL (JAV)	http://www.igi- global.com/	IGI GLOBAL (JAV) leidykla jau yra HS sąraše. Kadangi dauguma jos leidžiamų žurnalų yra FTB krypties, siūloma įtraukti ir į FTB sąrašą.
Maney Online (JAV)	http://www.maneyonli ne.com	Maney leidybos kompanija specializuojasi akademiniuose žurnaluose medžiagotyros ir inžinerijos, humanitarinių ir socialinių mokslų ir sveikatos mokslų srityse. Chemijos ir cheminės inžinerijos srityse straipsniai skelbiami aukštos kokybės žurnaluose su dideliu IF.
##### ANNEXURE 'F'

######## ON GOING SCHEMES (BE 2017-18 OF MORE THAN Rs. 100 LACS)

######## EAST ZONE (Fig. in lacs)

Sl. No.	Budget Code No.	Name of Scheme	B.E. 2017-18
1	24018014	Nazul Account-II Dev. of Yamuna River Front Pkt.-III	220.00
2	24022253	D/o land at Gazipur SH: C/o sump well and shifting of SWdrain of NH24	325.00
3	24022254	Improvement of circulation around ISBT (AVRT) Patparganj Industrial area	250.00
4	24400985	Land Protection works Yamuna area	1854.00
5	24018151	D/o Distt. Centre Shastri Park & Facility Centre at Shashtri Park	150.00
6	24018203	Facility Centre at Geeta Colony	120.00
7	24022158	D/o 171 Hect. Of Land & C/o Peripheral 45M R/o for IFC Gazipur	1420.00
8	24022160	D/o Community Centre at Engineering Estate (IP Estate)	200.00
9	24022161	D/o Community Centre at Manadawali Faizalpur Zone E-13	305.00
10	24032155	D/o Land for district Centre Mayur Palace at Mayur Vihar Ph	120.00
11	24032204	Facility Centre at Khazoori Khaas	700.00
12	24106151	D/o LSC-II Zone E-13 at Mandawali Faizalpur	505.00
13	24106152	D/o Community Centre at Anand Vihar	205.00
14	24026401	D/o Park near ITI Shahdara near Vivek Vihar	130.00
15	24074803	C/o Multipurpose Community Hall Community Centres at Preet Vihar	150.00
16	24503039	Providing Eco Restoration system in Sanjay Lake	160.00
17	24503052	C/o Toilet Blk and other public Convenience in various parks of E.Zone	105.00
18	24400770	Maint. Of Various Schemes under N.A/c II (EZ)	19090.00
19	24026856	Reconstruction of Community Hall at Pkt-D Dilshad Garden	160.00
20	24026857	C/o Community Hall at Vivek Vihar B-Block	205.00
21	24064807	C/o Community Hall in Pkt. C at Molar Band	200.00
22	24066804	C/o Community Hall at 17 Block, Geeta Colony	360.00
23	24074802	C/o Convention Centre at Shashtri Park	250.00
24	24106804	C/o Community Hall Opp. Prince Apartment Mandawali Fazalpur	350.00
25	24116802	C/o Community Hall at Village Hasanpur	260.00
26	24503065	C/o Comm. Hall in Pkt. 5, Jasola	300.00
27	44192286	G.D.A. Soil Investigation in East Zone	130.00
28	44026550	Maintenance of various colonies under East Zone	800.00
29	44026552	M/o various shopping centre in Trans Yamuna Area	226.00
30	44057650	M/o Offices at Shakarpur Complex Hort-7 ED-7 ED-8 Hort. Elec.I	130.00
31	44500020	M/o Staff Quarters at Mayur Vihar & Special Repair	110.00
32	44007253	C/o HIG Pkt-9B Jasola in 15745 Sqm Land I/C int. elect. & Int. Dev. Work	7100.00
Triados patentas	Triados patentas	Triados patentas	Triados patentas
Triados patentas	Apdovanojimai	Apdovanojimai	Apdovanojimai
Meno veikla (tik meno sričiai)	Atitinka minima- lius atestacijos reikalavi- mus	Atitinka minimalius atestacijos reikalavi- mus	Yra nacionalinės kūrybinės organizacijos narys	Atitinka minimalius atestacijos reikalavi- mus	Daugiau kaip 1,5 karto viršija bent vieną iš minimalių meno veiklos reikalavimų	Daugiau kaip 2 kartus viršija bent vieną iš minimalių meno veiklos reikalavimų	Atitinka minimalius atestacijos reikalavi- mus	Daugiau kaip 1,5 karto virši ja bent vieną iš minimalių meno veiklos reikalavimų	Daugiau kaip 2 kartus virši ja bent vieną iš minimalių meno veiklos reikalavimų	Daugiau kaip 3 kartus viršija bent vieną iš minimalių meno veiklos reikalavimų
Dalyvavo prestižiniuose meno renginiuose ar konkursuose arba pelnė apdovanojimų	Meno kūrinių autorinis indėlis ≥ 1	Meno kūrinių autorinis indėlis ≥ 2	Meno kūrinių autorinis indė - lis ≥ 3
Meno kūrinių autorinis indėlis ≥ 0,5	Meno kūrinių autorinis indėlis ≥ 1	Meno ar jo viešinimo projektų už 250 tūkst. Lt	Meno ar jo viešinimo projektų už 350 tūkst. Lt	Meno ar jo viešinimo projektų už 500 tūkst. Lt
Paskelbė meno kūrinių	Meno ar jo viešinimo programų projektų už 50 tūkst. Lt	Meno ar jo viešinimo programų projektų už 100 tūkst. Lt	Bent 1 A3 pasiek.	Vadovavimas studentų meno darbams , kurių rezultatai pri- statyti parodose ar paskelbti meno leidiniuo- se	Vadovavimas studentų meno darbams , kurių rezultatai pri- statyti parodose ar paskelbti meno leidiniuo- se
Bent 1 A4 pasiek.	Personalinis meno leidinys
Parengti ar sudaryti periodiniai ar vienkartiniai meno kūriniai
Kūrinį nupirko užsienio muziejus ar jis eksponuojamas prestiži niame tarptautiniame meno renginyje
Atitinka minima- lius atestacijos reikalavi- mus	Atitinka minimalius atestacijos reikalavi- mus	Paskelbė meno kūrinių	Atitinka minimalius atestacijos reikalavi- mus	Meno ar jo viešinimo programų projektų už 50 tūkst. Lt	Meno ar jo viešinimo programų projektų už 100 tūkst. Lt	Atitinka minimalius atestacijos reikalavi- mus	Bent 1 A3 pasiek.	Bent 1 A4 pasiek.	Meno nacionalinės premijos ir kiti lygiaverčiai apdovanojimai
- 1. Package, the name of the add-on
- 2. Version, the version of the add-on
- 3. Incompatible reason, an explanation of why the addon is considered incompatible

The Incompatible add-ons manager also has an "About add-on..." button. This opens will let you know the full details of the add-on, which is helpful when contacting the add-on author.

- 12.5. Python Console

The NVDA Python console, found under Tools in the NVDA menu, is a development tool which is useful for debugging, general inspection of NVDA internals or inspection of the accessibility hierarchy of an application. For more information, please see the NVDA Developer Guide.

## 12.6. Reload plugins

This item, once activated, reloads app modules and global plugins without restarting NVDA, which can be useful for developers.

- 13. Supported Speech Synthesizers

This section contains information about the speech synthesizers supported by NVDA. For an even more extensive list of free and commercial synthesizers that you can purchase and download for use with NVDA, please see extra voices page.

## 13.1. eSpeak NG

The eSpeak NG synthesizer is built directly into NVDA and does not require any other special drivers or components to be installed. NVDA starts using eSpeak NG by default. As this synthesizer is built into NVDA, this is a great choice for when running NVDA off a USB thumb drive on other systems. Each voice that comes with eSpeak NG speaks a different language. There are over 43 different languages supported by eSpeak NG. There are also many variants which can be chosen to alter the sound of the voice.

- 13.2. Microsoft Speech API version 4 (SAPI 4)

SAPI 4 is an older Microsoft standard for software speech synthesizers. NVDA still supports this for users who already have SAPI 4 synthesizers installed. However, Microsoft no longer support this and needed components are no longer available from Microsoft. When using this synthesizer with NVDA, the available voices (accessed from the Speech category of the NVDA Settings dialog or by the Synth Settings Ring) will contain all the voices from all the installed SAPI 4 engines found on your system.
Course Code	TITLEOF THECOURSE	L	T	P	C
Core 6	ARTIFICIALINTELLIGENCE	5	-	-	4
Pre-requisite	SyllabusVersion	2022-23
Course Objectives:
Themainobjectivesofthiscourseareto: 1. Understandthe fundamentalsofartificialintelligenceandworkingofproblem-solvingagents. 2. UnderstandthelogicalagentsandknowledgerepresentationusingFirstOrder Logic. 3. Understandthe conceptofuncertaintyandbuildingprinciples ofdecision-making agents.
ExpectedCourse Outcomes:
Onthesuccessfulcompletionofthecourse,studentwillbeable:
1	Demonstratefundamentalsofartificialintelligence(AI)andproblem solvingusingdifferentsearchmethods	K3
2	Describeaboutadversarialsearchandconstraintsatisfactionproblem solving.	K3
3	Developknowledgeaboutlogicrepresentationsformakinginferences.	K2
4	Demonstratethedecision-makingtechniquestohandleuncertainty.	K2
5	ApplyAIprinciplestodevelopsolutionsandapplicationstosolve problems.	K3
K1 -Understand; -Apply; -Analyze; -Evaluate; - Create K1 -Understand; -Apply; -Analyze; -Evaluate; - Create K2 K3 K4 K5 K6
Unit: 1	INTRODUCTIONANDPROBLEMSOLVING	9 Hours
Definitions of AI - Intelligent Agents - Problem solving by searching: Problem-solving agents- Example problems - Search for solutions - Uninformed search strategies - Informed search strategies - Heuristic Function - Python AI search implementation.
Unit: 2	ADVERSARIALSEARCHANDCSP	9 Hours
Adversarial search: Games- Optimal decisions in games - Alpha-beta pruning - Imperfect real time decisions. Constraint Satisfaction Problems (CSP): Defining CSP problems-Constraint Propagation: Inference in CSPs - Backtracking search for CSPs.
Unit: 3	LOGICSANDKNOWLEDGEREPRESENATION	9 Hours
Logicalagents:Knowledge-basedagents - TheWumpusworld.Logic - Propositionallogic:A very simple logic-Propositional theorem proving.Firstorderlogic:Representation - Syntaxandsemanticsoffirstorderlogic - Usingfirstorder logic-PROLOG basics.Inferenceinfirstorderlogic:Propositionalversusfirstorderinference - Unificationandlifting - Forward chaining - Backward chaining - Resolution.
Unit: 4	UNCERTAINITYANDDECISIONMAKING	9 Hours
Making Simple Decisions-Combining beliefs and desires under Uncertainty-Utility Theory-Utility Functions-Multi-attribute utility functions- Quantifying uncertainty: Acting under uncertainty - Probabilitybasics - Bayes' Rule and its use. Probabilistic reasoning: Representing
- a. National Highways Authority of India and PGCIL each have sponsored one InvIT that will attract international and domestic institutional investors. Five operational roads with an estimated enterprise value of ` 5,000 crores are being transferred to the NHAI InvIT. Similarily, transmission assets of a value of `7,000 crores will be transferred to the PGCIL InvIT.
- b. Railways will monetise Dedicated Freight Corridor assets for operations and maintenance, after commissioning.
- c. The next lot of Airports will be monetised for operations and management concession.
- d. Other core infrastructure assets that will be rolled out under the Asset Monetization Programme are: (i) NHAI Operational Toll Roads (ii) Transmission Assets of PGCIL (iii) Oil and Gas Pipelines of GAIL, IOCL and HPCL (iv) AAI Airports in Tier II and III cities, (v) Other Railway Infrastructure Assets (vi) Warehousing Assets of CPSEs such as Central Warehousing Corporation and NAFED among others and (vii) Sports Stadiums.

##### Sharp Increase in Capital Budget

- 48. In the BE 2020-21, we had provided `4.12 lakh crores for Capital Expenditure. It was our effort that in spite of resource crunch we should spend more on capital and we are likely to end the year at around `4.39lakh crores which I have provided in the RE 2020-21. For 2021-22, I propose a sharp increase in capital expenditure and thus have provided `5.54 lakh crores which is 34.5% more than the BE of 2020-21. Of this, I have kept a sum of more than `44,000 crores in the Budget head of the Department of Economic Affairs to be provided for projects/programmes/departments that show good progress on Capital Expenditure and are in need of further funds. Over and above this expenditure, we would also be providing more than `2 lakh crores to States and Autonomous Bodies for their Capital Expenditure.
- 49. We will also work out specific mechanisms to nudge States to spend more of their budget on creation of infrastructure.

##### Roads and Highways Infrastructure
## 4 priedas

## Pretendento eiti (einančio) pareigas priskyrimo pareigybės kategorijai reikalavimai (nustatomi pagal pas tarųjų penkerių metų pasiekimus)

Vertinimo kriterijų grupė	Darbuotojų pareigybės ir kategorijos
Asistentas / j. m. d.	Lektorius / m. d.	Docentas / v. m. d.	Profesorius / vyriaus. m. d.
D1	D2	C1	C2	C3	B1	B2	B3	A1	A2	A3	A4
MTEP ir inovacijos (tik F, B, T, S, H mokslų sritims)	Atitinka minima- lius atestacijos reikalavi- mus	Turi publikaci ją TIML	Atitinka minimalius atestacijos reikalavi- mus	Turi mokslo laipsnį	Atitinka minimalius atestacijos reikalavi- mus	Bent 2 moksl. straipsniais viršija min imalų publikacijų TIML skaičių	Bent 4 moksl. straipsniais viršija min imalų publikacijų TIML skaičių	Atitinka minimalius atestacijos reikalavi- mus	Bent 2 moksl. straipsniais leidiniuose, kurių citavimo impact indeksas ( factor ) yra ne mažesnis kaip 0,4 kategorijos agreguoto cita- vimo indekso (išskyrus H sritį), viršija min imalų publikacijų TIML skaičių	Bent 4 moksl. straipsniais leidiniuose, kurių citavimo indeksas impact factor ( ) yra ne mažesnis kaip 0,4 kategorijos agreguoto cita- vimo indekso (išskyrus H sritį), viršija min imalų publikacijų TIML skaičių	Bent 6 moksl. straipsniais leidiniuose, kurių citavimo indeksas impact factor ( ) yra ne mažes - nis kaip 0,5 kategorijos agreguoto cita- vimo indekso (išskyrus H sritį), viršija min imalų publikacijų TIML skaičių
Turi publika- ciją TIML	Turi publikacijų TIML	Publikacijų TIML indėlis ≥ 0,5	Publikacijų TIML indėlis ≥ 1	Publikacijų TIML indėlis ≥ 1	Publikacijų TIML indėlis ≥ 1,5	Publikacijų TIML indėlis ≥ 2
MTEP projektų vykdytojas	MTEP projektų už 100 tūkst. Lt	MTEP projektų už 150 tūkst. Lt vadovas	MTEP projektų už 250 / 500* tūkst. Lt vadovas	MTEP projektų už 350 / 650* tūkst. Lt vadovas	MTEP nac. ir tarpt. projektų už 500 / 800* tūkst. Lt vadovas
Vadovavimas mag. baig. darbams / publikuotiems studentų mokslo darbams	Doktorantūros dalyvio teisė	Doktorantūros komiteto aplinkos teisė	Doktorantūros komiteto aplin- kos ir doktoran- to vadovo teisė	Doktorantūros komiteto narystė
Monografija, studija arba knygų skyriai ( ≥ 8 a. l.) ≥ 8 a. l.)	Monografija, studija arba knygų skyriai ( ≥ 8 a. l.)	Monografija, studija arba knygų skyriai ( ≥ 8 a. l.)	Monografija, studija arba knygų skyriai ( ≥ 8 a. l.)	Monografija, studija arba knygų skyriai ( ≥ 8 a. l.)
Atitinka minima- lius atestacijos reikalavi- mus	Turi publikaci ją TIML	Atitinka minimalius atestacijos reikalavi- mus	Turi publika- ciją TIML	Vadovavimas mag. baig. darbams / publikuotiems studentų mokslo darbams	Atitinka minimalius atestacijos reikalavi- mus	( ≥ 8 a. l.)	Monografija, studija arba knygų skyriai ( ≥ 8 a. l.) ≥ 8 a. l.)	Parengė ≥ 1 dr.	Atitinka minimalius atestacijos reikalavi- mus	Parengė ≥ 1 dr.	Parengė ≥ 2 dr.	Parengė ≥ 3 dr.
23PCOMC32	RESEARCH METHODOLOGY	L	T	P	C
Semester-3	5	5

Learning Objectives:
LO1:	To understand the fundamentals of research
LO2:	To construct theoretical design and formulate hypotheses
LO3:	To evaluate the data collection techniques
LO4:	To perform parametric and non-parametric tests
LO5:	To enhance report writing skills and develop ethical conduct in research

Course Outcomes:
After the successful completion of the course, the students will be able to:
CO1:	Recall the research concepts and recognise the research problem
CO2:	Formulate research hypothesis and determine the sample size
CO3:	Select appropriate method for data collection
CO4:	Make inferences based on statistical tests
CO5:	Draft a research report avoiding plagiarism

###### Unit I:Introduction to Research Methodology

Research: Definition - Objectives - Motivations for research - Types of research - Maintaining objectivity in research - Criteria of good research - Applications of research in business - Formulating a research problem - Literature Review - Reasons for review - Reference management tools - Identification of research gap - Framing of objectives.

###### Unit II: Hypothesis Testing and Research Design

Hypothesis - Formulation of hypothesis - Testing of hypothesis - Type I and Type II errors - Research design - Types of research design - Methods of data collection: Census, Sample survey, Case study - Sampling: Steps in sampling design, Methods of sampling - Testing of reliability and validity - Sampling errors.

###### Unit III:Data Collection

Variable: Meaning and types - Techniques of data collection - Primary data: Meaning, Advantages and limitations - Techniques: Interview, Schedule, Questionnaire, Observation - Secondary Data: Meaning and sources.

###### Unit IV:Data Analysis

Data Analysis - Uni-variate Analysis: Percentile, Mean, Median, Mode, Standard deviation, Range, Minimum, Maximum, Independent sample t-test - Bi-variate analysis: Simple correlation, Simple Regression, Chi-square, Paired samples t-test, ANOVA, Man-Whitney test - Wilcoxon signed rank test - Kruskal Wallis test (Simple problems) Multi Variate Analysis: Multiple Correlation, Multiple Regression, Factor Analysis, Friedman's test, Cluster analysis, Confirmatory Factor Analysis (CFA), Structural Equation Modelling (SEM), Multiple Discriminant Analysis.

###### Unit V: Preparation of Research Report

Report preparation - Guidelines and precautions for interpretation - Steps in Report writing - Style of research reports (APA, MLA, Anderson, Harvard) - Mechanics of report writing - Ethics in Research - Avoiding plagiarism - Plagiarism checker tools - Funding agencies for business research.

RecentTrends in Research Methodology in Research Methodology	RecentTrends in Research Methodology

Faculty member will impart the knowledge on recent Trends in Research Methodologyto the
Extended Professional Component (is a part of internal component only, Not to be included in the External Examination question paper)	Questions related to the above topics, from various competitive examinations UPSC / TRB / NET / UGC - CSIR / GATE / TNPSC / others to be solved (To be discussed during the Tutorial hour)
Skills acquired from the course	Knowledge, Problem Solving, Analytical ability, Professional Competency, Professional Communication and Transferrable Skill
Learning Resources: • Recommended Texts 1. H.M. Deitel, Operating Systems , Third Edition, Pearson Education Asia, 2011 • Reference Books 1. William Stallings, Operating System: Internals and Design Principles , Seventh Edition, Prentice-Hall of India, 2012. 2. A. Silberschatz, and P.B. Galvin., Operating Systems Concepts, Nineth Edition, John Wiley &Sons(ASIA) Pte Ltd.,2012 • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 3 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 3 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH
CO/PO	PO1	PO2	PO3	PO4	PO5
CO1	2	3	2	3	3
CO2	3	2	2	3	2
CO3	3	3	2	Learning Resources: • Recommended Texts 1. H.M. Deitel, Operating Systems , Third Edition, Pearson Education Asia, 2011 • Reference Books 1. William Stallings, Operating System: Internals and Design Principles , Seventh Edition, Prentice-Hall of India, 2012. 2. A. Silberschatz, and P.B. Galvin., Operating Systems Concepts, Nineth Edition, John Wiley &Sons(ASIA) Pte Ltd.,2012 • Web resources PROGRAMME OUTCOMES AND COURSE OUTCOMES MAPPING TABLE CO/PO PO1 PO2 PO3 PO4 PO5 CO1 2 3 2 3 3 CO2 3 2 2 3 2 CO3 3 3 2 2 2 CO4 3 3 3 3 2 CO5 2 2 3 2 2 1-LOW 2- MODERATE 3-HIGH 2	2
CO4	3	3	3	3	2
CO5	2	2	3	2	2