Artificial Intelligence Video Lectures

Artificial Intelligence
'Artificial Intelligence' Video Lectures by Prof. P. Dasgupta from IIT Kharagpur
"Artificial Intelligence" - Video Lectures
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 uncertainty
22. Bayesian Networks
23. Reasoning with Bayes Networks
24. Reasoning with Bayes networks (Contd.)
25. Reasoning under uncertainty: Issues
26. Learning : Decision Trees
27. Learning : Neural Networks
28. Back Propagation Learning
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