IT357
Course Name:
Artificial Intelligence (IT357 )
Programme:
B.Tech (IT)
Category:
Programme Specific Electives (PSE)
Credits (L-T-P):
(3-0-0) 3
Content:
Problem Solving: Solving Problems by Searching, heuristic search techniques, constraint satisfaction problems, stochastic search methods, Game Playing: mini-max, 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
References:
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
Department:
Information Technology