ahmedheakl/docatlas_instruct huggingface dataset:
Trees - Overview of a Decision Tree - The General Algorithm - Decision Tree Algorithms - Evaluating a Decision Tree - Decision Trees in R - Naïve Bayes - Bayes? Theorem - Naïve Bayes Classifier
III	ASSOCIATION AND RECOMMENDATION Advanced Analytical Theory and Methods: SYSTEM: Association Rules - Overview - Apriori Algorithm - Evaluation of Candidate Rules - Applications of Association Rules - Finding Association& finding similarity - Recommendation System: Collaborative Recommendation- Content Based Recommendation - Knowledge Based Recommendation- Hybrid Recommendation Approaches	5
IV	STREAM to Streams Concepts - STREAM to Streams Concepts - MEMORY: Stream Data Model and Architecture - Stream Computing, Sampling Data in a Stream - Filtering Streams - Counting Distinct Elements in a Stream - Estimating moments - Counting oneness in a Window - Decaying Window - Real time Analytics Platform(RTAP) applications - Case Studies - Real Time Sentiment Analysis, Stock Market Predictions. Using Graph Analytics for Big Data: Graph Analytics	5
V	NOSQL DATA MANAGEMENT FOR BIG DATA AND NoSQL Databases : Schema-less VISUALIZATION : Models?: Increasing Flexibility for Data Manipulation-Key Value Stores- Document Stores - Tabular Stores - Object Data Stores - Graph Databases Hive - Sharding - Hbase - Analyzing big data with twitter - Big data for E- Commerce Big data for blogs - Review of Basic Data Analytic Methods using R.	5
JNTUA B.Tech. R20 Regulations

########## JAWAHARLAL NEHRU TECHNOLOGICAL UNIVERSITY ANANTAPUR B.Tech III-I Sem L T P C 3 0 0 3

########## (20A27505) COMPUTER APPLICATIONS IN FOOD TECHNOLOGY (Open Elective-1) Course Objectives:

- • To know different software and applications in food technology.
- • To understand the Chemical kinetics in food processing, Microbial distraction in thermal processing of food.
- • To acquire knowledge on computer aided manufacturing and control of food machinery, inventory control, process control.

########## Course Outcomes:

- • Students will gain knowledge on software in food technology, data analysis, Chemical kinetics, microbial distortion in thermal process
- • Use of linear regression in analyzing sensory data, application of computer in some common food industries like, milk plant, bakery units &fruits vegetable plants.

########## UNIT I

Introduction to various software and their applications in food technology. Application of MSExcel to solve the problems of Food Technology, SPSS and JMP for data analysis, Pro-Engineering for design, Lab VIEW and SCADA for process control .

########## UNIT II

Chemical kinetics in food processing: Determining rate constant of zero order reaction First order rate constant and half-life of reactions. Determining energy of activation of vitamin degradation during food storage Rates of Enzymes catalyzed reaction. Microbial distraction in thermal processing of food. Determining decimal reduction time from microbial survival data, Thermal resistance factor, Z-values in thermal processing of food. Sampling to ensure that a lot is not contaminated with more than a given percentage Statistical quality control. Probability of occurrence in normal distribution. Using binomial distribution to determine probability of occurrence. Probability of defective items in a sample obtained from large lot

########## UNIT III

Sensory evaluation of food Statistical descriptors of a population estimated from sensory data obtained from a sample Analysis of variance One factor, completely randomized design For two factor design . without replication Use of linear regression in analyzing sensory data. Mechanical transport of liquid . food Measuring viscosity of liquid food using a capillary tube viscometer . Solving simultaneous . equations in designing multiple effect evaporator while using matrix algebra available in excel.

########## UNIT UNIT I

Familiarization with the application of computer in some common food industries like, milk plant, bakery units & fruits vegetable plants, stating from the receiving of raw material up to the storage & dispatch of finished product.

########## UNIT V

Basic Introduction to computer aided manufacturing. Application of computers, instrumentation and control of food machinery, inventory control, process control etc.

########## Recommended books:

- 1. Computer Applications in Food Technology: Use of Spreadsheets in Graphical, Statistical and Process Analysis by R. Paul Singh, AP.
- 2. Manuals of MS Office.
JNTUA B.Tech. R20 Regulations

########## JAWAHARLAL NEHRU TECHNOLOGICAL UNIVERSITY ANANTAPUR B.Tech (ME) - III-I Sem L T P C 0 0 3 1.5 (20A03506) COMPUTER AIDED MODELING LABORATORY Course Objectives:

- • To train the students with CAD packages.
- • To impart the 2D and 3D modeling skills to the students.
- • To import and export different IGES files from one software to another

########## Course Outcomes:

- • Students will be able to design different parts of mechanical equipment's
- • Students will be able to apply their skills in various designing and Manufacturing Industries.

List of Experiments: . Generation of the following curves using 'C'/ Python language 1 . Generation of the following curves using 'C'/ Python language

- a) Cubic Splines
- b) Bezier curves
- c) B-Splines.

########## 2.

Generation of the following surfaces using 'C'/Python language

- a) Bezier surfaces
- a) B-Spline surfaces

Typical tasks of Modeling using any solid modeling packages such as PRO/E, IDEAS, CATIA, etc.,

########## 3.

- a) Solid Boolean algebra - 1 Exercise
- b) Wireframe &Surface Modelling - 3 Exercises
- c) 3D - Drafting in detail - 1 Exercise
- d) Production Drawing with Geometric Dimensioning and Tolerances - 3 Exercises

(Preferably for the assembly drawings drawn in Computer Aided Machine Drawing in previous semester)

References:

- 1. James D Meadows "Geometric Dimensioning and Tolerancing-Applications, Analysis & Measurement ASMEY14.5-2018.
- 2. KL Narayana, P Kannaiah and K.Venkat Reddy, Production Drawing, New Age publishers, 2014.
- 3. Ibrahim Zeid, Tata Mc Graw hill, CAD/CAM Theory and Practice, 2012.

Online Learning Resources/Virtual Labs:

- • https://www.youtube.com/watch?v=er7xJFKv5k&list=PL5w7L\_xR0pu2wLbJtOuK49WxJJVjiy Kks&index=2
- • https://www.youtube.com/watch?v=Gy0MKabzDa8&list=PLrOFa8sDv6jccqLnN7UDa1YW4s\_ hR6YX0
- • https://www.youtube.com/watch?v=k3kFC9uTdUk&list=PLM5xm8DJKViImdv5ZXxQ2NyIdSl id\_jCB
23PCOME35-2	INTERNATIONAL FINANCIAL MANAGEMENT	L	T	P	C
Semester 3	MANAGEMENT	INTERNATIONAL FINANCIAL MANAGEMENT	3	3

Learning Objectives:
LO1:	To understand the importance and nature of international flow of funds
LO2:	To gain knowledge on the various features and transactions in the foreign exchange market
LO3:	To analyse the techniques of international investment decisions for building a better portfolio
LO4:	To understand the flow of funds in the international banks
LO5:	To become familiar with various international instruments

Course Outcomes:
After the successful completion of the course, the students will be able to:
CO1:	Explain the importance and nature of international flow of funds
CO2:	Analyse the fluctuations in exchange rate and impact on exchange markets
CO3:	Analyse the techniques of international investment decisions for building a better portfolio
CO4:	Explain the flow of funds in the international banks
CO5:	Examine various international financial market instruments

###### Unit I: International Financial Management

International Financial Management: An overview - Importance - Nature and Scope - International flow of Funds - Balance of Payments - International Monetary System.

###### Unit II:Foreign Exchange Market

Foreign Exchange Market: Features - Spot and Forward Market - Exchange Rate Mechanism - Exchange Rate determination in the Spot and Forward Markets - Factors Influencing Exchange Rate - Salient Features of FEMA - Market for Currency Futures and . Currency Options - Hedging with Currency Future and Options

###### Unit III:International Investment Decision

Foreign Direct Investment - International Capital Budgeting - International Portfolio Investment: Meaning - Benefit of International Portfolio Investment - Problem of International Investment.

###### Unit IV: International Financial Decisions

Overview of the International Financial Market - Channels for International Flow of Funds - Role and Functions of Multilateral Development Banks - International Banking: Functions - Credit Creation - Control of International Banks.

###### Unit V:International Financial Market Instruments

Short-term and Medium-term Instruments - Management of Short-term Funds - Management of Receivables and Inventory - Factors behind the Debt Crisis

Recent Amendments in International Financial Management
The faculty member will impart the knowledge on recent trends in International Financial Managementto the students and these components willnot cover in the examination.
### 4YearDegree-Programme-underCBCS(NEP) Syllabus on Core Course Zoology
160. encourage exports, I propose to reduce the duty on pre-forms of precious and semi- 160. encourage exports, I propose to reduce the duty on pre-forms of precious and semi- precious stones from 10 percent to 2 percent. Export duty on de-oiled rice bran oil cake has made our exports uncompetitive. Hence, I 161. propose to withdraw the said duty. Prices of unprocessed ilmenite have gone up several fold in the export market. 162. Considering the need to conserve our natural resources, I propose to impose a duty of 10 percent on export of unprocessed ilmenite and 5 percent on export of upgraded ilmenite. The aircraft manufacture, repair and overhaul (MRO) industry is at a nascent stage. 163. Encouraging the MRO sector will generate employment besides other benefits. Hence, I propose to provide certain concessions to the MRO industry, details of which are in the budget documents. To encourage domestic production of set top boxes as well as value addition, I propose to 164. increase the duty from 5 percent to 10 percent. In order to give a measure of protection to domestic sericulture, I propose to increase the 165. duty on raw silk from 5 percent to 15 percent. Steam coal is exempt from customs duty but attracts a concessional CVD of one percent. 166. Bituminous coal attracts a duty of 5 percent and CVD of 6 percent. Since both kinds of coal are used in thermal power stations, there is rampant misclassification. I propose to equalise the duties on both kinds of coal and levy 2 percent customs duty and 2 percent CVD. There is an affluent class in India that consumes imported luxury goods such as high end 167. motor vehicles, motorcycles, yachts and similar vessels. I am sure they will not mind paying a little more. Hence, I propose to increase the duty on such motor vehicles from 75 percent to 100 percent; on motorcycles with engine capacity of 800cc or more from 60 percent to 75 percent; and on yachts and similar vessels from 10 percent to 25 percent. The baggage rules permitting eligible passengers to bring jewellery was last amended in 168. 1991. Gold prices have risen since, and passengers have complained of harrasment. Hence, I propose to raise the duty-free limit to 50,000 in the case of a male passenger and 100,000 in the ` ` case of a female passenger, subject to the usual conditions. Next, I shall deal with excise duties. 169. The readymade garment industry is in the throes of a crisis. The industry needs a lifeline. 170. There is a demand to restore the 'zero excise duty route' for cotton and manmade sector (spun yarn) at the yarn, fabric and garment stages. I propose to accept the demand. In the case of cotton, there will be zero duty at the fibre stage also and, in the case of spun yarn, there will be a duty of 12 percent at the fibre stage. The 'zero excise duty route' will be in addition to the CENVAT route now available.
- 1. Arens, Alvin A.,& Loebbecke, James K., (2001) 'Auditing: An Integrated Approach, Prentice Hall International' 8th, INC., America,.
- 2. Arens, Alvin A.,& Loebbecke, James K.,(2000) 'Auditing: An Integrated Approach, Prentice Hall International' 8th, INC., America.
- 3. Barve, Jitendra, (2001)'COBIT for IT Risk Management in a Bank A Case Study', call for Articles, COBT® Focus, ISACA-All rights Reserved, Volume 3, July(2001).
- 4. Campbell R. & Mary Campbell & Garyw Adams,(2006) 'Adding Significant Value With Internal Controls', The CPA Journal. VOL.7, NO.4.
- 5. Gherman, Mavcelo & Eduardo Poggi, (2006)'The Cobit 4,1 Strategic Assessment', Modulo Security Risk Management ® Modulo Security© Copyright.
- 6. Kagermann, Henning & Willim Kinney & Kalheinz Kuting & Claus-Peter Weber,(EDS)(2008) 'Internal Audit Handbook', Management With the SAP® -Audit Roadmap Berlin.
- 7. Moeller, Robert, (2009)'Brinks Modern Internal Auditing',7th Edition -Johan Wiley & son INC, New Jersey, Canada.
- 8. Natad Johny Sauro, (2008) 'Internal Control and the IC system in Philippines', PA218 Public Fiscal Administration and Budgeting, Bukidnon State University Graduate Extention Studies, Surigao City Study.
- 9. Pany, K.J. and O.R. Whittington (2001) Research implications of the Auditing Standard Accounting Horizons Board's current agenda. : 401-411.
- 10. Philip Bromiley, Michael McShane, Anil Nair, Elzotbek Rustambekov(2015 )Enterprise Risk Management: Review, Critique, and Research Directions, Long Range Planning.
- 11. Pickett, Spencer H., (2006)'Audit Planing A Risk - Based Approach', John Wiley & Sons, INC, America.
- 12. Promoting 'Enterprise Risk Management' Adoption in Business Enterprises: Implications , and Challenges International Journal of Business and Management Invention, pp:79-98.
- 13. Ratcliffe, Thomas A. & Carles E. Landers,(2009) 'Understanding Internal Control and Internal Control Services', Copyright© 2009, American Institute of Certified Public Accountants, INC.(AICPA), New York.
- 14. Romney Marshall & Stinbart Paul john, (2009) 'Accounting Information Systems', Elwventh Edition, Pearson Prentice Hall, Pearson Education International,America,.
- 15. Shaw, Ruey-Shiang& Wei-Ming Chung& Che-Pin Cheng& Ta- yu Fu, (2012), 'Key Performance, Indicators forin Formation Technology (IT) Operational Management of Financial Industry in Taiwan', Full Length Research Paper, African Journal of Business Management VOL.6(3),PP1141-1153 ، 25 January,(2012).
- 16. Sheikhapour, Razieh & Nasser Modlri, (2012)'An Approach to Map COBIT Processes ISO/ IEC 27111, Information Security Management Controls', International Journal of Security and its Applications VOL.6, NO.2, April,2112, Tehran, Iran.
- 17. Whittington Rey O. & Kurt Pany,(2008) 'Principles of Auditing & Others Assurance Services', Sixteenth Edition, MCGraw -Hill Lrwin, , New York.
- 18. Whittington Rey O. & Kurt Pany,(2008) 'Principles of Auditing & Others Assurance Services', Sixteenth Edition, MCGraw -Hill Lrwin, , New York.
JNTUA B.Tech. R20 Regulations

########## Textbooks:

- 1. Mikell P.Groover, Automation, Production Systems and Computer Integrated Manufacturing- Pearson Education.5/e, 2009.
- 2. Mikell P. Groover and Mitchell Weiss, Roger N. Nagel, Nicholas G.Odrey, Industrial Robotics -- McGraw Hill, 1986.

########## Reference Books:

## 1. S. R. Deb & Sankha Deb, Robotics Technology and Flexible Automation, Tata McGraw-Hill Education, 2009.

- 2. R K Mittal and I J Nagrath, Robotics and control, Illustrated Edition, Tata McGraw Hill India 2003.
- 3. Saeed B. Niku, Introduction to Robotics - Analysis, System, Applications, 2/e, John Wiley & Sons, 2010.
- 4. Richard D. Klafter, Thomas Robotic Engineering an integrated approach, PHI publications 1988.

########## Online Learning Resources:

- • https://www.digimat.in/nptel/courses/video/112104288/L01.html
- • https://www.edx.org/learn/robotics
- • https://www.youtube.com/watch?v=xrwz9IxpMJg
- • https://nptel.ac.in/courses/112101098
- • https://onlinecourses.nptel.ac.in/noc20\_de11/preview
Study Of The Opinions Of A Sample Of Employees In . Zain Telecom Compan
2. The Implications Of Knowledge Management Strategy In Reducing Strategic Myopia
3.The Role Of Knowledge Management In Promoting Environmental Organizational Citizenship Behaviors: An Analytical Study Of The Opinions Of A Sample . Of Al-Qadisiyah University Academics"
4.The Role Of The Characteristics Of Knowledge Makers In Improving Embodied Knowledge An Analytical Study Of The Opinions Of Managers Of Telecom Companies- In The . Middle Euphrates
موسى عمران ثائر م.	1 of Attribute-Based Costing 1 of Attribute-Based Costing Approach (ABC11) in Companies listed on the Iraq Stock Exchange (A field study) 2. The Role of the Accounting Profession in Controlling Environmental Pollution according to the Requirements of Social Industrial Companies . 1 1 - 1 Responsibility in 3. Accounting information systems for measurement and control and their relationship to strategic performance to achieve competitive advantage 4. The role of professional knowledge of the auditor's industrial specialization in reducing financial audit risks 5. The Impact of Corporate Governance in the Internal Control system : A field study in the Iraqi Business Environment 6.Value chain analysis and its importance in reducing cost and improvement of the processes	13 -
come out of backwardness. It will be imperative that for the overall development of the backward regions, those industries should be developed on priority basis which supply vital inputs to agriculture as also those industries which take outputs of agriculture as their inputs. Thus, depressed regions can be very poor under-developed regions, which failed to modernize. Attempts to identify the poorest or 5.2.2 CRITERIA TO IDENTIFY BACKWARDNESS: CRITERIA TO IDENTIFY BACKWARDNESS: most backward districts in the country have been made since 1960. A committee of the Government of India's Ministry of Rural Areas and Employment the previous name for the Ministry of Rural Development conducted one of the most elaborate exercises for the identification of backward districts in 1997. Headed by EAS Sharma, who was then Principal Advisor to the Planning Commission, the committee used a composite method with differing weights for parameters such as: • Incidence of poverty • Education • Health • Water supply • Transport and communications, and • Degree of industrialization. Criteria recommended by various committees for identification of backwardness can be summarized as follows:

1. Density of population per sq.km. of area.

- 2. Percentage of agricultural workers to total workers.
- 3. Percentage of literate population.
- 4. Percentage of school going children.
- 5. Total per-capita income.
- 6. Per capita income from agriculture.
- 7. Sex ratio, industry and mining.
- 8. Availability of infrastructural facilities.
- 9. Per capita consumption of electricity
- 10. Chronically drought prone areas.
- 11. Chronically flood prone areas.

12. Length of surfaced roads per 100 sq. km. Of area.

- 13. Public health care system.
- 14. Safe drinking water facility.
- 15. Poverty rates.
P a g e | 45

##### Unit-III

- • Issues in Development Communication: Population control
- • Family welfare, Health, Education, Environment
- • Problems in development Communication
- • Need and Significance of development communication in Indian Context
- • Agricultural Communication & Rural Development: The genesis of agricultural extension approach system, Approaches in agricultural communication models of agricultural extension

##### Unit-IV

- • Difference between Development Communication, Mass Communication, and Development Journalism, Alternative Communication
- • The development agencies: Government, non-government, co- operative and others Planning development Messages: Identifying target audience, Topic selection
- • Place Time and Purpose
- • Developing, structuring presenting and adopting development Messages through Print media, Radio, T.V and other modern technologies

##### UNIT -V

- • Digital divide and digital opportunities: Issues and challenges for ICT policies in development
- • International institution, UN and its agencies.
- • Transnational media organizations
- • UNESCO approach of development communication
- • UNESCO's policy interventions
- • Use of information and communication technologies for development
- • E-governance

##### Suggested Readings:

- 1. Communication and Indian Agriculture, R. Ostman (Ed.): New Delhi, Sage
- 2. Jansanchar kal aaj aur kal:C K Sardana &KSMehta, Prabhat Prakashan.
- 3. Communication and Social Development in India: B.Kuppuswamy:Sterling Mumbai
- 4. Communication and Nation Building: P.C. Joshi: Publication Division New Delhi
- 5. Communication as Development: Uma Narula, W.B.Pearce: Southern Illinois University Press
- 6. Education and Communication for Development: O.P.Dhama &O.P Bhatnagar: Oxford New Delhi
- 7. Media, Communication and Development: S.C.Mishra: Rawat publication Jaipur
- 8. Problems of Communication in Developing Countries: Krishan Sondhi: Vision Publication New Delhi
- 9. Mass-Media and Rural Development: Arbind Sinha: Concept publication New Delhi
- 10. Communication Technology and Development: I.P.Tiwari: Publication Division New Delhi
- 11. Mass-Media and Village life in India: Paul Hartmann &B.R.Patel: Sage New Delhi
#### ANNEXURE-IV MSP Purchases of Agricultural Commodities

Year	Wheat	Paddy	Cotton	Jute	Pulses	Oilseeds and Copra
MSP Value ( crore) `	Number of farmers benefited (lakhs)	MSP Value ( crore) `	Number of farmers benefited (lakhs)	MSP Value ( crore) `	Number of famers benefited (lakhs)	MSP Value ( crore) `	Number of farmers benefited (lakhs)	MSP Value ( crore) `	MSP Value ( lakh) `
2010-11	24764.3	NA	52573.04	NA	-	-	-	-	1.75	149.03
2011-12	33152	NA	58084.48	NA	14	0.02	47.7	0.46	0.005	1.52
2012-13	49020.18	NA	65039.28	NA	4797	7.3	140.19	1.15	407.22	394.06
2013-14	33874.20	NA	63927.65	NA	90	0.14	53.98.	0.5	235.86	1626.39
2014-15	39232.20	NA	66948.00	NA	18506	29.5	6.56	0.06	1128.93	45.52
2015-16	40727.60	NA	73981.90	73.08	1825	1.91	-	-	-	15.90
2016-17	35015.53	20.47	85802.73	76.85	-	-	28.79	0.17	1039.39.	946.71
2017-18	50089.00	31.87	90397.86	72.31	898	0.88	172.16	1.22	8566.13	5072.73
2018-19	6204.33	38.77	116839.47	96.94	2976	2.38	66.79	0.26	20145.60	7091.11
2019-20	62802.88	35.57	141928.08	124.59	28500	21.5	56.24	0.55	8284.45	8305.06
2020-21	75059.60	43.36	172752**	154**	25974*	18.26*	2.99	0.01	10530.20	3647.11
* upto 27.01.21; **Estimated value

NA= Not Available