Nptel courses on artificial intelligence

ARTIFICIAL INTELLIGENCE
The course will cover basic ideas and techniques underlying the design of intelligent computer
systems.

Topics include:
Introduction to AI and intelligent agents.
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.