Day |
Topic |
Reading |
Slides |
Out |
Due |
Tu 1/17 |
Introduction
to AI |
Ch. 1 |
6PP |
|
|
Th 1/19 |
Intelligent
Agents, Rationality |
Ch. 2 |
6PP |
P1 |
|
Tu 1/24 |
Problem
Solving; Uninformed Search |
Ch. 3 |
6PP |
W1 |
|
Th 1/26 |
A*
Search and Heuristic Functions |
Ch. 4.1-4 |
6PP
2PP |
|
|
Tu 1/31 |
Robot
Motion Planning |
Ch. 25.1-2,4 |
6PP
2PP |
|
|
Th 2/2 |
Constraint
Satisfaction I |
Ch. 5.1-5.2 |
6PP
2PP |
W2 |
W1 |
Tu 2/7 |
Constraint
Satisfaction II |
Ch. 5.3-5.4 |
6PP
2PP |
|
|
Th 2/9 |
Probability |
Ch. 13 |
6PP
2PP |
|
P1 |
Tu 2/14 |
Classification,
Naive Bayes Models |
Ch. 20.1-2 |
6PP
2PP |
P2 |
W2 |
Th 2/16 |
Estimation
and Perceptron |
Ch. 20.3-4 |
6PP
2PP |
W3 |
|
Tu 2/21 |
Decision
Trees |
Ch. 18.1-3 |
6PP
2PP |
|
|
Th 2/23 |
PAC
Learning, Generalization |
Ch. 18.4-6 |
6PP
2PP |
|
|
Tu 2/28 |
Clustering
and Similarity |
M+S
Ch. 14 (on campus link) |
6PP
2PP |
|
|
Th 3/2 |
Kernel
Methods |
Ch. 20.6-7 |
6PP
2PP |
|
W3 (P2 on 3/3) |
Tu 3/7 |
Midterm Exam |
|
|
|
|
Th 3/9 |
Bayes Nets: Representation |
Ch. 14.1-2 |
6PP 2PP |
|
|
Tu 3/14 |
Bayes Nets: Independence |
Ch. 14.3, Jordan Ch. 2.1 (restricted) |
6PP 2PP |
W4 |
|
Th 3/16 |
Bayes Nets: Inference |
Ch. 14.4-5 |
6PP 2PP |
|
|
Tu 3/21 |
HMMs |
Ch. 15.1-3 |
6PP 2PP |
|
|
Th 3/23 |
Speech Recognition |
Ch. 15.6 |
6PP 2PP |
P3 |
W4 |
Tu 4/4 |
Utility Theory |
Ch. 16.1-3,5-6 |
6PP 2PP |
|
|
Th 4/6 |
MDPs |
Ch. 17.1-4, Sutton and Barto 4.1-4.4 |
6PP 2PP |
|
|
Tu 4/11 |
Reinforcement Learning I |
Ch. 21.1-2, Sutton and Barto 5.0, 6.1, 6.5 |
6PP 2PP |
|
|
Th 4/13 |
Reinforcement Learning II |
Ch. 21.3-5, Sutton and Barto 8.1-3 |
6PP 2PP |
|
|
Tu 4/18 |
Games: Search for Games |
Ch. 6 |
6PP 2PP |
P4 |
P3 |
Th 4/20 |
Games: Pruning and Value Estimation |
Ch. 6 |
6PP 2PP |
|
|
Tu 4/25 |
Games: Game Theory |
Ch. 17.6-7 |
6PP 2PP |
|
|
Th 4/27 |
NLP: Language Understanding |
Ch. 23.1-3 |
6PP 2PP |
|
|
Tu 5/2 |
NLP: Machine Translation |
Ch. 23.4-5 |
6PP 2PP |
|
P4 |
Th 5/4 |
Vision: Object/Face Recognition |
Ch. 24 |
|
|
|
Tu 5/9 |
Philosophical Issues |
Ch. 26 |
|
|
|
Th 5/18 |
Final Exam |
|
|
|
|