- Title: Artificial Intelligence 2
- Department: Computer Science and Engineering
- Author: Prof. Anupam basu, Prof. S.Sarkar
- University: IIT Kharagpur
- Type: WebLink
- Abstract:
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.