Subject Details
Dept     : MCA
Sem      : 1
Regul    : 2021
Faculty : Dr. N. SHANMUGAPRIYA
phone  : NIL
E-mail  : spriyanatrajan@gmail.com
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Syllabus

UNIT
1
AI History and Applications

AI History and Applications: From Eden to ENIAC-Historical foundation-Development of LogicTuring Test. AI Challenge: Knowledge representation: Issues in representation-Conceptual graphs-Alternative representations and ontologies.

UNIT
2
Machine Learning-Symbol based

Machine Learning-Symbol based: Introduction-Framework for Symbol based learning-Knowledge and learning-Reinforcement Learning-Machine Learning-Connectionist: Foundation for Connectionist NetworksPerception Learning-Competitive Learning.

UNIT
3
Planning

Planning: The Planning Problem-Planning with state space search-Partial order planning-Planning Graphs-Analysis of Planning approaches. Planning and Acting in real world: Time, Schedules and ResourcesConditional Planning-Execution, Monitoring and replanning –Continuous planning

UNIT
4
Uncertainty

Uncertainty: Acting under uncertainty- Basic probability Notion-Bayes’s Rule and its use. Reinforcement Learning: Introduction-Passive Reinforcement Learning-Active Reinforcement LearningGeneralization Reinforcement Learning-Policy Search

UNIT
5
Overview of AI application areas

Overview of AI application areas. AI as Representation and search: The predicate calculus: The propositional calculus-Predicate Calculus-Application. AI as Empirical Enquiry: Introduction-The Science of Intelligent System-AI current challenges & future directions

Reference Book:

• https://epdf.pub/queue/artificial-intelligencec45ae9bfe0d4744ab468c8301f8b5ec88934.html • https://epdf.pub/queue/artificial-intelligence1e0408cbfd418f8de2bdd329d404a7b41739.html • https://epdf.pub/queue/artificial-intelligencecb33cf5af42ebec45e5b09c57d221e510823.html

Text Book:

George F Luger, “Artificial Intelligence”, Sixth Edition,2009, Pearson Education, ISBN: 978-0-321- 54589-3 2. Stuart Russell, Peter Norvig, “Artificial Intelligence-A Modern Approach”, II Edition, Pearson Education, 2003, ISBN: 0-13-790395-2

 

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