| Topic |
Reading Material |
Further Reading |
| 1. Introduction |
Chapter 1, Russell Norvig |
Turing
Test |
| 2. Intelligent Agents |
Chapter 2, Russell Norvig |
Michael Wooldridge, Intelligent Agents
in G. Weiss, editor: Multiagent Systems, The MIT Press, April 1999, [PS] |
| 3. Problem Solving by Search |
Chapter 3, Russell Norvig |
Pearl and Korf, Search Techniques. |
| 4. Uninformed Search |
Chapter 3, Russell Norvig |
Pearl & Korf |
| 5. Informed Search |
Chapter 4, Russell Norvig |
Pearl & Korf |
| 6. Constrained Satisfaction Problems |
Chapter 5, Russell Norvig |
Algorithms
for Constraint- Satisfaction Problems: A Survey |
| 7. Adversial Search |
Chapter 6, Russell Norvig |
Games & Puzzles The Game AI Page: Building Artificial Intelligence into Games Game Programming Information |
| 8. Game Theory |
Chapter 17.6, Russell & Norvig |
Resources on Game Theory http://web.cse.iitk.ac.in/~mshashi/gametheory/ |
| 9. Knowledge and Reasoning Logical Foundations Inferencing Theorem Proving |
Chapter 7-9, Russell & Norvig |
Genesereth,
M., and Nilsson, N., Logical Foundations of Artificial
Intelligence, San Francisco: Morgan Kaufmann, 1987 Introduction to Logic, Copi & Cohen |
| 10. Knowledge Representation |
Chapter 10, Russell & Norvig |
Concepts
of Logical AI John McCarthy |
| 11. Reasoning under Uncertainty |
Chapter 13-14, Russell & Norvig |
Graphical
Models |
| 12. Planning |
Chapter 11, Russell & Norvig |
Nils Nilsson. Principles of Artificial
Intelligence. Tioga Publishing Co., 1980 |
| 13. Learning: Concept learning, decision trees |
Chapter 18, Russell & Norvig |
Machine Learning, Tom Mitchell, McGraw-Hill |
| 14. Linear discriminants, support vector machines |
Chapter 20, Russell & Norvig |
Pattern Classification, Duda, Hart & Stork |
| 15. Statistical learning: Bayes rule, EM, K-NN |
Chapter 20, Russell & Norvig |
Pattern Classification, Duda, Hart & Stork |
| 16. Reinforcement learning |
Chapter 21, Russell & Norvig |
Machine Learning, Tom Mitchell |
| 17. Communication and multiagent systems |
Chapter 22, Russell & Norvig |
Multiagent Systems: A Modern Approach to
Distributed Artificial Intelligence, Michael Wooldridge, The MIT Press,
1999 |
| 18. Natural Language Processing |
Chapter 23, Russell & Norvig |
ELIZA
The Chatterbot |
| 19. Computer Vision |
Chapter 24, Russell & Norvig |
Computer Vision, Ballard & Brown http://homepages.inf.ed.ac.uk/rbf/BOOKS/BANDB/toc.htm |
| 20. Conclusion |
Chapter 27, Russell & Norvig |