CS 188: Artificial Intelligence, Spring 2007
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Course Info
Schedule/Slides
Assignments
FAQ
Section
Demos
Newsgroup
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