- Title: Artificial Intelligence
- Department: Computer Science and Engineering
- Author: Prof. P.Dasgupta
- University: IIT Kharagpur
- Type: WebLink
- Abstract:
1 - Introduction to Artificial Intelligence
2 - Problem Solving by Search
3 - Searching with Costs
4 - Informed State Space Search
5 - Heuristic Search: A* and Beyond
6 - Problem Reduction Search: AND/OR Graphs
7 - Searching Game Trees
8 - Knowledge Based Systems: Logic and Deduction
9 - First Order Logic
10 - Inference in First Order Logic
11 - Resolution - Refutation Proofs
12 - Resolution Refutation Proofs
13 - Logic Programming : Prolog
14 - Prolog Programming
15 - Prolog: Exercising Control
16 - Additional Topics
17 - Introduction to Planning
18 - Partial Order Planning
19 - GraphPLAN and SATPlan
20 - SATPlan
21 - Reasoning Under Uncertainity
22 - Bayesian Networks
23 - Reasoning with Bayes Networks
24 - Reasoning with Bayes networks (Contd.)
25 - Reasoning Under Uncertainity: Issues
26 - Learning : Decision Trees
27 - Learning : Neural Networks
28 - Back Propagation Learning