| Day |
Topic |
Reading |
Slides |
Out |
Due |
| Tu 8/29 |
Introduction to AI |
Ch. 1, 2 (both general) |
2PP
6PP |
Mazeworld |
9/8 |
| Th 8/31 |
Agents and Search |
Ch. 3 |
2PP
6PP |
|
|
| Tu 9/5 |
A* Search and Heuristics |
Ch. 4.1-2 |
2PP
6PP |
|
|
| Th 9/7 |
CSPs I |
Ch. 5.1 |
2PP
6PP |
Pacman:
Search and Agents |
9/19 |
| Tu 9/12 |
CSPs II |
Ch. 5.2-4 |
2PP
6PP |
|
|
| Th 9/14 |
Robot Motion (demo) |
Ch. 25.4 |
2PP
6PP |
|
|
| Tu 9/19 |
Game Trees: Minimax |
Ch. 6.2-5 |
2PP
6PP |
Pacman:
Adversarial |
9/29 |
| Th 9/21 |
Game Trees: Expectimax Approximation |
Ch. 6.2-5 |
2PP
6PP |
|
|
| Tu 9/26 |
Markov Decision Processes |
Sutton
and Barto Ch. 3-4 |
2PP
6PP |
|
|
| Th 9/28 |
MDPs II |
Ch. 17.1-3, Sutton
and Barto Ch. 6.1,2,5 |
2PP
6PP |
RL:
GridWorld / Crawler |
10/16 |
| Tu 10/3 |
Reinforcement Learning |
(as before) |
2PP
6PP |
|
|
| Th 10/5 |
Utilities and Review |
|
2PP
6PP |
|
|
| Tu 10/10 |
MIDTERM EXAM (in
class) |
|
|
|
|
| Th 10/12 |
Reinforcement Learning II |
|
2PP
6PP
|
|
|
| Tu 10/17 |
Probability and Belief |
Ch. 13.1-6 |
2PP
6PP
|
Battleship: Probabilities |
10/23 |
| Th 10/19 |
Bayes' Nets I |
Ch. 14.1-2,4 |
2PP
6PP
|
|
|
| Tu 10/24 |
Bayes' Nets II |
Ch. 14.3, Jordan 2.1 |
2PP
6PP
|
|
|
| Th 10/26 |
Bayes' Nets III |
Ch. 14.4-5
|
2PP
6PP
|
|
|
| Tu 10/31 |
Decision Diagrams |
Ch. 16.5-6 |
2PP
6PP
|
Battleship: Inference |
11/9 |
| Th 11/2 |
Hidden Markov Models |
Ch. 15.1-3,6 |
2PP
6PP
|
|
|
| Tu 11/7 |
Tracking and Particle Filtering |
Ch. 15.2,5 |
2PP
6PP
|
Battleship: Static |
11/15 |
| Th 11/9 |
Speech Recognition and Viterbi |
Ch. 15.2,6 |
2PP
6PP
|
|
|
| Tu 11/14 |
ML: Naive Bayes |
|
2PP
6PP
|
Battleship: Dynamic |
11/27 |
| Th 11/16 |
Estimation and Review |
|
2PP
6PP
|
|
|
| Tu 11/21 |
MIDTERM EXAM (optional, in
class) |
|
|
|
|
| Th 11/23 |
No Class |
| Tu 11/28 |
ML: Perceptrons |
|
2PP
6PP
|
Classification |
12/6 |
| Th 11/30 |
ML: Clustering |
|
2PP
6PP
|
|
|
| Tu 12/5 |
Vision |
|
Slides
|
|
|
|
| Th 12/7 |
Advanced Topics and Pacman Contest |
|
|
|
|
| Tu 12/14 |
FINAL EXAM |
|
|
|
|