JNTUK R16 4-2 Concurrent and Parallel Programming Material PDF Download

Students those who are studying JNTUK R16 CSE Branch, Can Download Unit wise R16 4-2 Concurrent and Parallel Programming (CPP) Material/Notes PDFs below.

JNTUK R16 4-2 Concurrent and Parallel Programming Material PDF Download

OBJECTIVES:

• Improvement of students comprehension of CPP, new programming concepts, paradigms and idioms
• Change of ’mood’ regarding Concurrency counter-intuitiveness
• Proactive attitude: theoretical teaching shouldn’t be so dull
• Multipath, individually paced, stop–and–replay, personalized learning process
• Frequent assessment of learning advances on the subject

UNIT-1

Concurrent versus sequential programming. Concurrent programming constructs and race condition. Synchronization primitives.

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UNIT-2

Processes and threads. Interprocess communication. Livelock and deadlocks, starvation, and deadlock prevention. Issues and challenges in concurrent programming paradigm and current trends.

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UNIT-3

Parallel algorithms – sorting, ranking, searching, traversals, prefix sum etc.,

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UNIT-4

Parallel programming paradigms – Data parallel, Task parallel, Shared memory and message passing, Parallel Architectures, GPGPU, pthreads, STM,

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UNIT-5

OpenMP, OpenCL, Cilk++, Intel TBB, CUDA

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UNIT-6

Heterogeneous Computing: C++AMP, OpenCL

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TEXT BOOKS:

1. Mordechai Ben-Ari. Principles of Concurrent and Distributed Programming, Prentice-Hall International.
2. Greg Andrews. Concurrent Programming: Principles and Practice, Addison Wesley.
3. GadiTaubenfeld. Synchronization Algorithms and Concurrent Programming, Pearson.
4. M. Ben-Ari. Principles of Concurrent Programming, Prentice Hall.
5. Fred B. Schneider. On Concurrent Programming, Springer.
6. Brinch Hansen. The Origins of Concurrent Programming: From Semaphor

REFERENCE BOOKS:

OUTCOMES:

• Understanding improvement of CPP concepts presented
• The number of reinforcement–exercises assigned
• The time required for the resolution of exercises
• Compliance level with the new model of theoretical teaching

JNTUK B.Tech 4-2 R16 CSE Materials: Students Can Download JNTUK 4-2 CSE R16 Regulation Materials/ E Note Books / Text Books Subject Wise From Below.

JNTUK B.Tech 4-2 Sem R16 CSE Materials Subject Wise PDF

Students of Jawaharlal Nehru Technological University Kakinada can avail of B.Tech 4-2 can avail of the materials for R16 regulation for various branches. Students can download JNTUK B.Tech 4-2 Sem R16 CSE Materials Subject Wise PDF from the links provided here. By tapping on the link, one can download materials for JNTUK 4-2 Sem CSE R16. The Computer Science Engineering Students can download the subject-wise materials PDFs collected from various sources. By referring to the materials one can gain knowledge to clear the exams with a good score. The course materials include Distributed Systems, Management Science, Machine Learning and various other CSE related books of various popular authors. Check the following B.Tech R16 CSE 4-2 Materials PDFs and download them for free. 

JNTUK B.Tech 4-2 Sem R16 CSE Course Structure:

Also Check: JNTUK 4-2 Sem R16 CSE Syllabus

Download JNTUK 4-2 R16 CSE Materials PDF

Students who are pursuing the B.Tech 4-2 CSE R16 Regulation can check the text books, reference books, and e-resourses provided here for free. Students can get the complete chapter-wise information from their respective text books. And from the following information from the e-resourses, text books from the familer authors will provide the extra knowledge and understanding of each subject. Hence ts helps to score good in exams. Here we have collaboratively given the best JNTUK 4-2 R16 CSE materials at one place for the reference of students.

Distributed Systems Material

Management Science Material

Machine Learning Material

Elective-III

i. Concurrent and Parallel Programming Material

ii. Artificial Neural Networks Material

iii. Operations Research Material

JNTUK R16 4-2 Machine Learning Material/Notes PDF Download

Students those who are studying JNTUK R16 CSE Branch, Can Download Unit wise R16 4-2 Machine Learning Material/Notes PDFs below.

JNTUK R16 4-2 Machine Learning Material/Notes PDF Download

OBJECTIVES:

• Familiarity with a set of well-known supervised, unsupervised and semi-supervised
• learning algorithms.
• The ability to implement some basic machine learning algorithms
• Understanding of how machine learning algorithms are evaluated

UNIT-1

The ingredients of machine learning, Tasks: the problems that can be solved with machine learning, Models: the output of machine learning, Features, the workhorses of machine learning. Binary classification and related tasks: Classification, Scoring and ranking, Class probability estimation

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UNIT-2

Beyond binary classification: Handling more than two classes, Regression, Unsupervised and descriptive learning. Concept learning: The hypothesis space, Paths through the hypothesis space, Beyond conjunctive concepts

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UNIT-3

Tree models: Decision trees, Ranking and probability estimation trees, Tree learning as variance reduction. Rule models:Learning ordered rule lists, Learning unordered rule sets, Descriptive rule learning, First-order rule learning

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UNIT-4:

Linear models: The least-squares method, The perceptron: a heuristic learning algorithm for linear classifiers, Support vector machines, obtaining probabilities from linear classifiers, Going beyond linearity with kernel methods.Distance Based Models: Introduction, Neighbours and exemplars, Nearest Neighbours classification, Distance Based Clustering, Hierarchical Clustering.

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UNIT-5

Probabilistic models: The normal distribution and its geometric interpretations, Probabilistic models for categorical data, Discriminative learning by optimising conditional likelihoodProbabilistic models with hidden variables.Features: Kinds of feature, Feature transformations, Feature construction and selection. Model ensembles: Bagging and random forests, Boosting

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UNIT-6

Dimensionality Reduction: Principal Component Analysis (PCA), Implementation and demonstration. Artificial Neural Networks:Introduction, Neural network representation, appropriate problems for neural network learning, Multilayer networks and the back propagation algorithm.

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TEXT BOOKS:

1. Machine Learning: The art and science of algorithms that make sense of data, Peter Flach, Cambridge.
2. Machine Learning, Tom M. Mitchell, MGH.

REFERENCE BOOKS:

1. UnderstandingMachine Learning: From Theory toAlgorithms, Shai Shalev-Shwartz, Shai BenDavid, Cambridge.
2. Machine Learning in Action, Peter Harington, 2012, Cengage.

OUTCOMES:

• Recognize the characteristics of machine learning that make it useful to real-world
• Problems.
• Characterize machine learning algorithms as supervised, semi-supervised, and
• Unsupervised.
• Have heard of a few machine learning toolboxes.
• Be able to use support vector machines.
• Be able to use regularized regression algorithms.
• Understand the concept behind neural networks for learning non-linear functions.

JNTUK R16 4-2 Management Science Material/Notes PDF Download

Students those who are studying JNTUK R16 CSE Branch, Can Download Unit wise R16 4-2 Management Science Material/Notes PDFs below.

JNTUK R16 4-2 Management Science Material/Notes PDF Download

OBJECTIVES:

• To familiarize with the process of management and to provide basic insight into select contemporary management practices
• To provide conceptual knowledge on functional management and strategic management.

UNIT-1

Introduction to Management: Concept –nature and importance of Management –Generic Functions of Management – Evaluation of Management thought- Theories of Motivation – Decision making process-Designing organization structure- Principles of organization – Organizational typology- International Management: Global Leadership and Organizational behavior Effectiveness(GLOBE) structure

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UNIT-2

Operations Management: Principles and Types of Management – Work study- Statistical Quality Control- Control charts (P-chart, R-chart, and C-chart) Simple problems- Material Management: Need for Inventory control- EOQ, ABC analysis (simple problems) and Types of ABC analysis (HML, SDE, VED, and FSN analysis).

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UNIT-3

Functional Management: Concept of HRM, HRD and PMIR- Functions of HR ManagerWage payment plans(Simple Problems) – Job Evaluation and Merit Rating – Marketing Management- Functions of Marketing – Marketing strategies based on product Life Cycle, Channels of distributions. Operationlizing change through performance management.

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UNIT-4

Project Management: (PERT/CPM): Development of Network – Difference between PERT and CPM Identifying Critical Path- Probability- Project Crashing (Simple Problems)

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UNIT-5

Strategic Management: Vision, Mission, Goals, Strategy – Elements of Corporate Planning Process – Environmental Scanning – SWOT analysis- Steps in Strategy Formulation and Implementation, Generic Strategy Alternatives. Global strategies, theories of Multinational Companies.

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UNIT-6

Contemporary Management Practice: Basic concepts of MIS, MRP, Justin- Time(JIT) system, Total Quality Management(TQM), Six sigma and Capability Maturity Model(CMM) Levies, Supply Chain Management , Enterprise Resource Planning (ERP), Business Process outsourcing (BPO), Business process Re-engineering and Bench Marking, Balanced Score Card

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TEXT BOOKS:

1. Dr. P. Vijaya Kumar & Dr. N. Appa Rao, ‘Management Science’ Cengage, Delhi, 2012.
2. Dr. A. R. Aryasri, Management Science’ TMH 2011.

REFERENCE BOOKS:

1. Koontz & Weihrich: ‘Essentials of management’ TMH 2011
2. Seth & Rastogi: Global Management Systems, Cengage learning , Delhi, 2011
3. Robbins: Organizational Behaviour, Pearson publications, 2011
4. Kanishka Bedi: Production & Operations Management, Oxford Publications, 2011
5. Philip Kotler & Armstrong: Principles of Marketing, Pearson publications
6. Biswajit Patnaik: Human Resource Management, PHI, 2011
7. Hitt and Vijaya Kumar: Starategic Management, Cengage learning
8. Prem Chadha: Performance Management, Trinity Press(An imprint of Laxmi Publications Pvt. Ltd.) Delhi 2015.
9. Anil Bhat& Arya Kumar : Principles of Management, Oxford University Press, New Delhi, 2015.

OUTCOMES:

• After completion of the Course the student will acquire the knowledge on management functions, global leadership and organizational behavior.
• Will familiarize with the concepts of functional management project management and strategic management.

JNTUK R16 4-2 Distributed Systems Material/Notes PDF Download

Students those who are studying JNTUK R16 CSE Branch, Can Download Unit wise R16 4-2 Distributed Systems Material/Notes PDFs below.

JNTUK R16 4-2 Distributed Systems Material/Notes PDF Download

OBJECTIVES:

• Provides an introduction to the fundamentals of distributed computer systems, assuming the availability of facilities for data transmission, IPC mechanisms in distributed systems, Remote procedure calls.
• Expose students to current technology used to build architectures to enhance distributed Computing infrastructures with various computing principles

UNIT-1

Characterization of Distributed Systems: Introduction, Examples of Distributed Systems, Resource Sharing and the Web, Challenges. System Models: Introduction, Architectural Models- Software Layers, System Architecture, Variations, Interface and Objects, Design Requirements for Distributed Architectures, Fundamental Models- Interaction Model, Failure Model, Security Model.

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UNIT-2

Interprocess Communication: Introduction, The API for the Internet Protocols- The Characteristics of Interprocess communication, Sockets, UDP Datagram Communication, TCP Stream Communication; External Data Representation and Marshalling; Client Server Communication; Group Communication- IP Multicast- an implementation of group communication, Reliability and Ordering of Multicast.

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UNIT-3

Distributed Objects and Remote Invocation: Introduction, Communication between Distributed Objects- Object Model, Distributed Object Modal, Design Issues for RMI, Implementation of RMI, Distributed Garbage Collection; Remote Procedure Call, Events and Notifications, Case Study: JAVA RMI

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UNIT-4

Operating System Support: Introduction, The Operating System Layer, Protection, Processes and Threads –Address Space, Creation of a New Process, Threads.

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UNIT-5

Distributed File Systems: Introduction, File Service Architecture; Peer-to-Peer Systems: Introduction, Napster and its Legacy, Peer-to-Peer Middleware, Routing Overlays. Coordination and Agreement: Introduction, Distributed Mutual Exclusion, Elections, Multicast Communication.

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UNIT-6

Transactions & Replications: Introduction, System Model and Group Communication, Concurrency Control in Distributed Transactions, Distributed Dead Locks, Transaction Recovery; Replication-Introduction, Passive (Primary) Replication, Active Replication.

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TEXT BOOKS:

1. Ajay D Kshemkalyani, MukeshSighal, “Distributed Computing, Principles, Algorithms and Systems”, Cambridge
2. George Coulouris, Jean Dollimore, Tim Kindberg, “Distributed Systems- Concepts and Design”, Fourth Edition, Pearson Publication

REFERENCE BOOKS:

1. Distributed-Systems-Principles-Paradigms-Tanenbaum PHI

OUTCOMES:

• Develop a familiarity with distributed file systems.
• Describe important characteristics of distributed systems and the salient architectural features of such systems.
• Describe the features and applications of important standard protocols which are used in distributed systems.
• Gaining practical experience of inter-process communication in a distributed environment

JNTUK R16 3-2 Computer Graphics Material/Notes PDF Download

Students those who are studying JNTUK R16 Mechanical Branch, Can Download Unit wise R16 3-2 Computer Graphics Material/Notes PDFs below.

JNTUK R16 3-2 Computer Graphics Material/Notes PDF Download

OBJECTIVES:

• Understand the fundamental concepts and theory of computer graphics
• Understand modeling, and interactive control of 3D computer graphics applications
• The underlying parametric surface concepts be understood
• Learn multimedia authoring tools.

UNIT-1

INTRODUCTION: Application areas of computer graphics, overview of graphic system, video-display devices, raster-scan systems, random scan systems, graphics monitors and work stations and input devices.

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UNIT-2

OUTPUT PRIMITIVES: Points and lines, line drawing algorithms, mid-point circle algorithm, Filled area primitives: scan-line polygon fill algorithm, boundary-fill and flood-fill algorithm. 2-D GEOMETRICAL TRANSFORMATIONS: Translation, scaling, rotation, reflection and shear transformation matrix representations and homogeneous co-ordinates, composite transformations, transformations between coordinates

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UNIT-3

2-D VIEWING : The viewing pipe-line, viewing coordinat4 reference frame, window to view-port co-ordinate transformations, viewing function, Cohen-Sutherland and Cyrus-beck line clipping algorithms, SutherlandHodgeman polygon clipping algorithm

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UNIT-4

3-D OBJECT REPRESENTATION: spline representation, Hermite curve, Bezier curve and B-spline curve, Polygon surfaces, quadric surfaces, , Solid modeling Schalars – wire frame, CSG, B-rep. Bezier and B-spline surfaces, Basic illumination models, shading algorithms

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UNIT-5

3-D GEOMETRIC TRANSFORMATIONS: Translation, rotation, scaling, reflection and shear transformation and composite transformations. Visible surface detection methods: Classification, back-face detection, depthbuffer, scan-line, depth sorting

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UNIT-6

COMPUTER ANIMATION: Design of animation sequence, general computer animation functions, raster animation, computer animation language, key frame system, motion specification

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TEXT BOOKS:

1. Computer Graphics C version/ Donald Hearn and M. Pauline Baker/Pearson/PHI
2. Computer Graphics Principles & practice-second edition in C/ Foley, VanDam, Feiner and Hughes/Pearson Education

REFERENCE BOOKS:

1. Computer Graphics Second edition/ Zhigand xiang, Roy Plastock, Schaum’s outlines/Tata Mc-Graw hill edition.
2. Procedural elements for Computer Graphics/David F Rogers/Tata Mc Graw hill, 2nd edition.
3. Principles of Interactive Computer Graphics/ Neuman and Sproul/TMH.
4. Computer Graphics/ Steven Harrington/TMH

OUTCOMES:

• Use the principles and commonly used paradigms and techniques of computer graphics
• Write basic graphics application programs including animation
• Design programs to display graphic images to given specifications