Lecture
|
Date
|
Topic
|
Reading
(textbook)
|
Notes
|
1
|
May 2
|
Introduction (slides: 1/page 6/page)
|
Chapt. 1 and 2
|
|
2
|
May 4
|
Uninformed Search (slides: 1/page 6/page)
|
Sect. 3.1-3.5
|
|
3
|
May 9
|
Informed Search (slides: 1/page 6/page)
|
Sect. 4.1-4.2 (except RBFS)
|
A1 out
|
4
|
May 11
|
Local Search (slides: 1/page 6/page)
|
Sect. 4.3
|
|
5
|
May 16
|
Constraint Satisfaction Problems
(slides: 1/page 6/page)
|
Sect. 5.1-5.2
|
|
6
|
May 18
|
Game Playing (slides: 1/page 6/page)
|
Chapt. 6
|
|
7
|
May 23
|
Probability Theory (slides: 1/page 6/page)
|
Sect. 13.1-13.6
|
|
8
|
May 25
|
Bayesian Networks (slides: 1/page 6/page)
|
Sect. 14.1-14.2
|
A1 due, A2 out
|
9
|
May 30
|
Bayesian Networks (slides: 1/page 6/page)
|
Sect. 14.4 (except clustering
algorithms)
|
corrected slide 9 (June 12)
|
10
|
June 1
|
Decision Theory (slides: 1/page 6/page)
|
Sect. 16.1-16.3
|
|
11
|
June 6
|
Decision Networks (slides: 1/page 6/page)
|
Chapt. 16.5-16.6
|
|
12
|
June 8
|
Probabilistic Reasoning over
Time (slides: 1/page 6/page)
|
Chapt. 15 (p. 537-542,549,559)
|
Project proposals due
|
13
|
June 13
|
Markov Decision Processes
(slides: 1/page 6/page)
|
Sect. 17.1, 17.2 (up to p. 620),
17.4, 17.5
|
|
14
|
June 15
|
Multi-agent Systems (slides: 1/page 6/page)
|
Sect. 17.6
|
A2 due, A3 out
|
15
|
June 20
|
Reinforcement Learning (slides: 1/page 6/page)
|
Sect. 21.1-21.3
|
|
16
|
June 22
|
Decision trees (slides: 1/page 6/page)
|
Sect. 18.1-18.3
|
|
17
|
June 27
|
No lecture (midterm in class)
|
|
Midterm
|
18
|
June 29
|
Statistical Learning (slides: 1/page 6/page)
|
Sect. 20.1-20.2 (up to p. 718)
|
|
19
|
July 4
|
Statistical Learning (slides: 1/page 6/page)
|
Sect. 20.3 (up to p. 731)
|
|
20
|
July 6
|
Neural Networks (slides: 1/page 6/page)
|
Sect. 20.5
|
A3 due, A4 out
|
21
|
July 11
|
Ensemble Learning (slides: 1/page 6/page)
|
Sect. 18.4
|
|
22
|
July 13
|
Symbolic Language Processing
(slides: 1/page 6/page)
|
Sect. 22.1-22.6
|
|
23
|
July 18
|
Probabilistic Language
Processing (slides: 1/page 6/page)
|
Sect. 23.1-23.2
|
|
24
|
July 20
|
Robotics (slides: 1/page 6/page)
|
Sect. 25.1-25.4
|
|
25
|
July 25
|
Course summary (slides: 1/page 6/page)
|
|
A4 due
|