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MC9294 ARTIFICIAL INTELLIGENCE Syllabus for 5th Sem MCA - Fifth semester - Regulation 2009 - Anna University

Written By Anonymous on Friday, November 2, 2012 | 11/02/2012


MC9294                                 ARTIFICIAL INTELLIGENCE                                   LT P C

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UNIT I             INTRODUCTION                                                                                       8

Intelligent Agents â€" Agents and environments â€" Good behavior â€" The nature of environments â€"  structure of agents â€" Problem Solving â€" problem solving agents â€" example problems â€" searching for solutions â€" uniformed search strategie s â€" avoiding repeated states â€" searching with partial information.

UNIT II            SEARCHING TECHNIQUES                                                                  10

Informed search strategies â€" heuristic function â€" local search algorithms and optimistic problems â€" local search in continuous spaces â€" online search agents and unknown environments   â€" Constraint satisfaction problems (CSP) â€" Backtra cking search and Local  search    â€"  Structure  of  problems  â€"  Adversarial  Search  â€"  Games  â€"  Optimal decisions in games â€" Alpha â€" Beta Pruning â€" imperfect real-time decision â€" games that include an element of chance.


UNIT III           KNOWLEDGE REPRESENTATION                                                       10

First  order  logic  -  syntax  and  semantics  â€"  Using  first  order  logic  â€"  Knowledge engineering â€"  Inference  â€" prepositional versus first order logic â€" unification and lifting â€" forward chaining â€" backward chaining â€"  Resolution â€" Knowledge representation â€" Ontological Engineering â€"  Categories and objects â€" Actions â€" Simulation a< span>nd events â€" Mental events and mental objects.

UNIT IV          LEARNING                                                                                                9

Learning from observations â€"   forms of learning â€" Inductive learning - Learning decision trees â€"   Ensemble lear ning â€"   Knowledge in learning â€" Logical formulation of learning â€" Explanation based learning â€" Learning us< span>ing relevant information â€" Inductive logic programming - Statistical learning methods â€"   Learning with complete data â€"  Learning with hidden variable â€"  EM algorithm â€"   Instance based learning â€"  Neural networks â€" Reinforcement  learning  â€"  Passive  reinforcement  learning  â€"      Active  reinforcement learning â€" Generalization in reinforcement learning.

UNIT V           APPLICATIONS                                                                                        8

Communication â€" Communication as action â€" Formal grammar for a fragment of English

â€" Syntactic analysis â€" Augmented grammars â€" Semantic interpretation â€" Ambiguity and disambiguation  â€"  Di scourse  understanding  â€"  Grammar  induction  â€"     Probabilistic

language processing â€"   Probabilistic language models â€" Information retrieval â€" Information Extraction â€" Machine translation.

TOTAL : 45 PERIODS REFERENCES

1.  Stuart Russell, Peter Norvig, “Artificial Intelligence â€" A Modern Approach”, Second

Edition, Pearson Education / Prentice Hall of  India, 2004.

2.  Nils J. Nilsson, “Artificial Intelligence: A new Synthesis”, Harcourt Asia Pvt. Ltd.,

2000.

3.  Elaine Rich and Kevin Knight, “Artificial Intelligence”, Second Edition, Tata McGraw

Hill, 2003.

4.  George  F.  Luger,  “Artificial  Intelligence-Structures  And  Strategies  For  Complex

Problem Solving”, Pearson Education / PHI, 2002.

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