Artificial Intelligence by P. Dasgupta (IIT Kharagpur)

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source: nptelhrd    2008年4月29日
Computer Sc - Artificial Intelligence by Prof. P. Dasgupta, Department of Computer Science and Engineering, IIT Kharagpur.

Lecture - 1 Introduction 59:46
Lecture - 2 Problem Solving by Search 59:52
Lecture - 3 Searching with Costs 59:55
Lecture - 4 Informed State Space Search 59:55
Lecture - 5 Heuristic Search: A* and Beyond 59:56
Lecture - 6 Problem Reduction Search: AND/OR Graphs 59:52
Lecture - 7 Searching Game Trees 59:56
Lecture - 8 Knowledge Based Systems: Logic and Deduction 59:55
Lecture - 9 First Order Logic 59:50
Lecture - 10 Inference in First Order Logic 59:56
Lecture - 11 Resolution - Refutation Proofs 59:56
Lecture - 12 Resolution Refutation Proofs 1:00:00
Lecture - 13 Logic Programming: Prolog 59:50
Lecture - 14 Prolog Programming 59:44
Lecture - 15 Prolog: Exercising Control 59:49
Lecture - 16 Additional Topics 59:53
Lecture - 17 Introduction to Planning 59:54
Lecture - 18 Partial Order Planning 59:59
Lecture - 19 GraphPLAN and SATPlan 59:56
Lecture - 20 SATPlan 59:56
Lecture - 21 Reasoning Under Uncertainty 59:47
Lecture - 22 Bayesian Networks 59:54
Lecture - 23 Reasoning with Bayes Networks 59:56
Lecture - 24 Reasoning with Bayes networks (Contd.) 59:50
Lecture - 25 Reasoning Under Uncertainty: Issues 59:54
Lecture - 26 Learning : Decision Trees 59:50
Lecture - 27 Learning : Neural Networks 59:55
Lecture - 28 Back Propagation Learning 59:48