Artificial Intelligence (Prof.P. Dasgupta) (USB)

Media Storage Type : 32 GB USB Stick

NPTEL Subject Matter Expert : Prof. P. Dasgupta

NPTEL Co-ordinating Institute : IIT Kharagpur

NPTEL Lecture Count : 28

NPTEL Course Size : 7.6 GB

NPTEL PDF Text Transcription : Available and Included

NPTEL Subtitle Transcription : Available and Included (SRT)

Lecture Titles:

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