course contents - ug - National Institute of Technology Karnataka

More documents

Recommendations

Info

NATIONAL INSTITUTE OF TECHNOLOGY KARNATAKA, SURATHAKAL ------------------------------------------------------------------------------------------------------------------ IT454 TRANSACTION PROCESSING (3-0-0) 3 PREREQ: IT301 Introduction and need of transaction processing, online transaction process (OLTP), OLTP program design, OLTP and system Reliability, OLTP and CICS standards in OLTP, current trends. Gary McClain, OLTP handbook, McGraw Hill, 1997. IT455 ARTIFICIAL INTELLIGENCE (3-0-0) 3 Problem Solving: Solving Problems by Searching, heuristic search techniques, constraint satisfaction problems, stochastic search methods.Game Playing: minimax, alpha-beta pruning. Knowledge and Reasoning: Building a Knowledge Base: Propositional logic, first order logic, situation calculus. Theorem Proving in First Order Logic.Planning, partial order planning. Uncertain Knowledge and Reasoning, Probabilities, Bayesian Networks. Learning: Overview of different forms of learning, Learning Decision Trees, Neural Networks. Introduction to Natural Language Processing. Applications and Recent Research Trends Nilsson, Nils (1998). Artificial Intelligence: A New Synthesis. Morgan Kaufmann Publishers Russell, Stuart J.; Norvig, Peter (2003), Artificial Intelligence: A Modern Approach, Prentice Hall NPTEL Videos: Artificial Intelligence IT456 DATA WAREHOUSING AND DATA MINING (3-0-0) 3 PREREQ: IT301 Data Warehousing concepts; Components and building data warehouse. Data Mining � Objectives and examples, data mining process, Data mining techniques, Generalization, Data mining knowledge representation Raph Kimball Data Warehouse Toolkit, John Wiley Michael. J. Berry, Gordon Linoff Data Mining Techniques: Marketing, Sales, Customer Support, John Wiley. IT457 SOFTWARE QUALITY ASSURANCE (3-0-0) 3 PREREQ: IT302 Overview of Software Engineering. Requirement Engineering Analysis, software reliability. Definition and concepts of software reliability, software quality. Introduction to software quality principles, total quality management, Quality Assurance Standards. ISO 9000 Tick-It method. Miscellanious Issues: Software maintenance. Future OF SQA John J. Marciniak, Encyclopedia of Software Engineering. - Vol. I & II. John Wiley & Sons, 1994. Ince Darrel. ISO 9001 and Software Quality Assurance. McGraw Hill, 1994 Pankaj Jalote, An Integrated Approach to Software Engineering Narosh Publications, 1995 Isabel Evans, Achieving software Quality through team work, Allied publishers, 2004. IT458 GENETIC ALGORITHMS (3-0-0) 3 PREREQ: IT202 Robustness of traditional optimization and search techniques, Simple Genetic Algorithms, Similarity templates, goals of optimization, Schema Theorem of John Holland, Computer Implementation and Applications of genetic algorithms, advanced operators and techniques in genetic algorithms, Recent research Trends. David Goldberg, Genetic Algorithms in search, optimizations and machine learning, Addition Wesley, 1999 Charles L Karr and L Michael Freeman, Industrial applications of Genetic Algorithms, CRC Press 1998. IT459 COMPUTER VISION (3-0-0)3 PREREQ: IT364 Concept of application of computer vision, functional architecture of a vision system visual sensory model and camera calibrative, processing tools, 3D vision, 3D representative schemes, High level vision and navigation. Sonka M., Hlavac V., Boyle R., “ Image Processing Analysis and Machine Design” . PWS Publishers Ballard D., brown C., “ Computer Vision” , Prentice Hall Bratt W., “ Digital Image Processing” , John Wiley & Sons IT460 RICH INTERNET APPLICATIONS (3-0-0) 3 PREREQ: IT350 Web2.0 concepts, SaaS model, Evolution of Web 2.0, Web Programming concepts, HTML, XHTML, CSS, Javascript. JS Execution Environment, Overview of XML, Web Services, Building Rich Internet Applications, --------------------------------------------------------------------- NITK-Course Contents(UG)2010 Page 80 of 134
NATIONAL INSTITUTE OF TECHNOLOGY KARNATAKA, SURATHAKAL ------------------------------------------------------------------------------------------------------------------ AJAX, XML HTTP Object, ActionScript, Products from Industry like Flex (Adobe), Flash/AIR (Adobe)., Silverlight (MS), JavaFX (SUN), OpenLazzlo technologies, Recent Trends. Robert Sebesta: “ Programming the World wide web” , Pearson Education, Third Edition Nicholas C Zakas et al: “ Professional AJAX” , Wrox publications, 2006 Chafic Kazoun: “ Programming Flex 2” , O’Reilly publications, 2007 Colin Moock: “ Essential Action script 3.0” , O’Reilly Publications, 2007 Steven Holzner : “ Ajax Bible” Wiley India edition, 2007 Justin Gehtland et al: “ A Web 2.0 primer Pragmatic Ajax” , SPD Publications, 2006. IT461 ARTIFICIAL NEURAL NETWORKS (3-0-0) 3 Introduction to Artificial Neural Networks , Artificial Neuron Model and Linear Regression, Gradient Descent Algorithm, Nonlinear Activation Units and Learning Mechanisms, Learning Mechanisms, Associative Memory Model, Statistical Aspects of Learning, Single-Layer Perceptron, Least Mean Squares Algorithm, Perceptron Convergence Theorem, Bayes Classifier, Back Propagation Algorithm, Multi-Class Classification Using Multi-layered Perceptrons, Radial Basis Function Network, Introduction to Principal Component Analysis and Independent Component Analysis, Introduction to Self Organizing Maps, Applications and Recent Research Trends Simon Haykin, “ Neural networks - A comprehensive foundations” , Pearson, 2004 Laurene Fausett: “ Fundamentals of neural networks: architectures, algorithms and applications” , Prentice Hall James A. Anderson, “ An Introduction to Neural Networks” , Prentice Hall of India. Yegnanarayana: “ Artificial Neural Networks” , Prentice Hall of India,2004. IT462 CLOUD COMPUTING (3-0-0)3 PREREQ: IT350 Introduction to Cloud Computing, Cloud Computing Delivery Models, Open Source and Industry case Studies of cloud (Apache VCL, Amazon, IBM and Eucalyptus) Introduction to Map/Reduce and Apache Hadoop Programming models for cloud computing and examples/applications, Virtualizations as an enabler for cloud computing infrastructure Cloud Application Architectures” by George Reese, O’Reilly Publications, 2010 “ Cloud Security and Privacy” , Tim Mather, Subra Kumaraswamy, O’Reilly, 2010 The Hadoop – Definitive Guide, Tom White, O’Reilly, 2010 IT463 SOFTWARE ARCHITECTURE (3-0-0) 3 PREREQ: IT302 Definition and overview of software architecture, The architecture business cycle: what influences software architects, Different Architectural styles, Architecture description language, Understanding and achieving quality attributes, Attribute-driven design, Documenting software architecture, Evaluating software architecture, Architecture reuse, Case studies and Recent Research Trends Mary Shaw, David Garlan, "Software Architecture", Prentice Hall ,India, 2000 Bass, Len; Paul Clements, Rick Kazman, Software Architecture In Practice, Second Edition. Addison-Wesley, 2003. Clements, Paul et al, Documenting Software Architectures: Views and Beyond. Addison-Wesley, 2003. IT464 ADVANCED COMPUTER ARCHITECTURE (3-0-0) 3 PREREQ: IT203 Flynn�s Classification, RISC Vs CISC, Data flow and control flow, Pipelining: Linear and non linear pipelines, pipeline hazards, instruction scheduling, Branch handling techniques, Arithmetic pipeline, VLIW architecture, Superscalar processors. Instruction level Data-Parallel architectures: Introduction to data-parallel architecture, SIMD architectures, Systolic architecture, Vector architecture. Introduction to MIMD architectures. Systems interconnect architecture: Network properties and routing, Static and dynamic interconnection networks. Multiprocessor architectures, models of memory consistency, cache coherence protocols, cache based directory protocols. Dezso Sima, Peter Karsuk, Advanced Computer Architectures: A design space approach, Addison-Wesley. K.Hwang and F.A. Briggs, Computer architecture and parallel processing, McGraw Hill Publications K. Hwang, Advanced computer architecture-parallelism, scalability, programmability, McGraw Hill. --------------------------------------------------------------------- NITK-Course Contents(UG)2010 Page 81 of 134
Page 1 and 2:
NATIONAL INSTITUTE OF TECHNOLOGY KA
Page 3 and 4:
Page 5 and 6:
Page 7 and 8:
Page 9 and 10:
Page 11 and 12:
Page 13 and 14:
Page 15 and 16:
Page 17 and 18:
Page 19 and 20:
Page 21 and 22:
Page 23 and 24:
Page 25 and 26:
Page 27 and 28:
Page 29 and 30: NATIONAL INSTITUTE OF TECHNOLOGY KA
Page 79: NATIONAL INSTITUTE OF TECHNOLOGY KA
Page 131 and 132:
Page 133 and 134:
show all

course contents - ug - National Institute of Technology Karnataka

You also want an ePaper? Increase the reach of your titles

Delete template?

Save as template?