CS 188: Artificial Intelligence, Spring 2007

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Lectures

This lecture schedule is tentative, and subject to change.

Day Topic Reading Slides Out Due
Tu 1/16 Introduction to AI Ch. 1 6PP PPT
Th 1/18 Intelligent Agents, Rationality Ch. 2 6PP PPT W1
Tu 1/23 Problem Solving; Uninformed Search Ch. 3 1PP PPT
Th 1/25 A* Search and Heuristic Functions Ch. 4.1-4 1PP PPT
Tu 1/30 Local Search Ch. 5.1-5.2 1PP PPT W1
Th 2/1 Constraint Satisfaction Ch. 5.3-5.4 1PP PPT HW2
Tu 2/6 CSPs and Games Ch. 6 1PP PPT
Th 2/8 Logical Agents 1 Ch. 7 1PP PPT
Tu 2/13 Logical Agents 2: First Order Logic Ch. 8 1PP PPT HW3 HW2 (due 2/12)
Th 2/15 Logical Agents: Knowledge Representation Ch. 9 PPT
Tu 2/20 Probability Ch. 13 PPT
Th 2/22 Bayes Nets Ch. 14.1-2 PPT HW4 HW3
Tu 2/27 Bayes Nets: Independence Ch. 14.3, Jordan Ch. 2.1 (restricted) PPT
Th 3/1 Bayes Nets: Inference Ch. 14.4-5 PPT
Tu 3/6 HMMs Ch. 15.1-3 PPT HW4
Th 3/8 Review PPT
Tu 3/13 Midterm Exam
Th 3/15 Midterm review Ch. 15.6
Tu 3/20 Speech Recognition Ch. 20.1-2 PPT
Th 3/22 Naive Bayes Ch. 20.1-2 PPT
Tu 3/27 SPRING BREAK
Th 3/29 SPRING BREAK
Tu 4/3 Perceptrons Ch. 20.3-4 PPT
Th 4/5 Clustering and Similarity PPT
Tu 4/10 Utility Theory Ch. 16.1-3,5-6 PPT HW5 (due 4/09)
Th 4/12 MDPs Ch. 17.1-4, Sutton and Barto 4.1-4.4 PPT
Tu 4/17 Reinforcement Learning I Ch. 21.1-2, Sutton and Barto 5.0, 6.1, 6.5 PPT
Th 4/19 Reinforcement Learning II Ch. 21.3-5, Sutton and Barto 8.1-3 PPT
Tu 4/24 Statistical Machine Translation Ch. 23.4 PPT HW7 HW6 (due 4/23)
Th 4/26 NLP: Language Understanding Ch. 23.1-3, additional online reading PPT
Tu 5/1 Neural Computation PPT
Th 5/3 Othello competition HW7 (now due 5/06)
Tu 5/8 Course Review (post midterm topics)
Tu 5/15 Final Exam