Lecture Notes
(Last updated 19 Oct 2001)
Lecture 0 (Tuesday, August 21, 2001): Course Introduction and Survey of Topics
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Lecture 1 (Thursday, August 23, 2001): The Intelligent Agent Framework
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Lecture 2 (Tuesday, August 28, 2001): Agents and Problem Solving
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Lecture 3 (Thursday, August 30, 2001): Search and Constraints
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Lecture 4 (Tuesday, September 04, 2001): Uniformed Search Stratagies
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Lecture 5 (Thursday, September 06, 2001): Informed (Heuristic) Search Strategies: Greedy Best- First, A/ A*
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Lecture 6 (Tuesday, September 11, 2001): A* Properties, Beam Search, and Iterative Improvement
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Lecture 7 (Thursday, September 13, 2000): Introduction to Game Tree Search
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Lecture 8 (Tuesday, September 18, 2001): Introduction to Game Tree Search
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Lecture 9 (Thursday, September 20, 2001): More on Game Tree Search and Applications
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Lecture 10 (Tuesday, September 25, 2001): Logical Agents
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Lecture 11 (Thursday, September 27, 2001): More Propositional and Predicate Logic
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Lecture 12 (Tuesday, October 02, 2001): First-Order Logic (FOL) Review
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Lecture 13 (Thursday, October 04, 2001): First-Order Knowledge Bases
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Lecture 14 (Tuesday, October 09, 2001): Resolution Theorem Proving
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Lecture 15 (Thursday, October 11, 2001): Logic Programming Techniques and Unification
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Lecture 16 (Tuesday, October 16, 2001): Introduction to Classical Planning and Midterm Review
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Lecture 17 (Thursday, October 18, 2001): Classical Planning: STRIPS/ABSTRIPS and POP
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Lecture 18 (Thursday, October 25, 2001): Hierarchical and Conditional Planning
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Lecture 19 (Tuesday, October 30, 2001): Planning and Reaction
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Lecture 20 (Thursday, November 01, 2001): Uncertainty and Probabilistic Reasoning
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Lecture 21 (Tuesday, November 06, 2001): Introduction to Bayesian Networks
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Lecture 22 (Thursday, November 08, 2001): Introduction to Machine Learning
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Lecture 23 (Tuesday, November 13, 2001): Decision Trees and Perceptrons
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Lecture 24 (Thursday, November 15, 2001): Introduction to Artificial Neural Networks
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Lecture 25 (Tuesday, November 20, 2001): Bayesian Learning
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Lecture 27 (Thusday, November 27, 2001): Survey of Computer Vision
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Lecture 28 (Tuesday, December 04, 2001): Survey of Natural Language Processing (NLP) and Learning
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Lecture 29 (Thursday, December 06, 2001): Conclusions and Final Review
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Page created 19 Sep 2000
Last updated: 19 Oct 2001
William H. Hsu