Course10610507928 lectures
Artificial Intelligence(Prof.P.Dasgupta)
Prof. P. Dasgupta · IIT Kharagpur
Lectures
Artificial Intelligence(Prof.P.Dasgupta)
- Introduction to Artificial Intelligence
- Problem Solving by Search
- Searching with Costs
- Informed State Space Search
- Heuristic Search: A* and Beyond
- Problem Reduction Search: AND/OR Graphs
- Searching Game Trees
- Knowledge Based Systems: Logic and Deduction
- First Order Logic
- Inference in First Order Logic
- Resolution - Refutation Proofs
- Resolution Refutation Proofs
- Logic Programming : Prolog
- Prolog Programming
- Prolog: Exercising Control
- Additional Topics
- Introduction to Planning
- Partial Order Planning
- GraphPLAN and SATPlan
- SATPlan
- Reasoning under uncertainty
- Bayesian Networks
- Reasoning with Bayes Networks
- Reasoning with Bayes networks (Contd.)
- Reasoning under uncertainty: Issues
- Learning : Decision Trees
- Learning : Neural Networks
- Back Propagation Learning
Syllabus and materials
At NPTEL, as the course publishes them.
Credits and licence
- Institution
- IIT Kharagpur
- Department
- Computer Science and Engineering
- Teacher
- Prof. P. Dasgupta
- Level
- Undergraduate
- Language
- English
- Subjects
- Computer science, Engineering
- Source
- NPTEL
- Licence
- CC BY-NC-SA, as NPTEL states it. Non-commercial use only. NPTEL's terms
- Attribution
- NPTEL states: "Distributed under Creative Commons Attribution-ShareAlike / CC BY - NC - SA", beside a BY-NC-SA badge.
- Who can watch
- NPTEL gives no rating. Invisible Network shows it to Tweens profiles and older, judged from what the source says about it. How courses are placed
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