| Week |
Date |
Topic |
Reading |
Assigned |
Due |
| 1 |
9/3 |
Introduction to AI |
AIMA 1 |
HW1 due 9/5 by 11:59pm |
-- |
| 2 |
9/8 |
Rational Agents and Uninformed Search |
AIMA 2.1-2.3, 3.1-3.4 |
HW2 due 9/19 by 11:59pm |
-- |
| 2 |
9/10 |
Uninformed and Informed Search
| AIMA 3.1-3.6 |
-- |
-- |
| 3 |
9/15 |
Heuristics |
AIMA 3.5-3.6 |
-- |
-- |
| 3 |
9/17 |
Local Search [Demo] |
AIMA 4.1-4.2 |
-- |
HW2 (due Fri) |
| 4 |
9/22 |
Adversarial Search |
AIMA 5.1-5.5, 5.7 |
HW3 due 10/5 by 11:59pm |
-- |
| 4 |
9/24 |
Adversarial Search |
AIMA 5.1-5.5, 5.7 |
-- |
-- |
| 5 |
9/29 |
Constraint Satisfaction Problems (CSPs) |
AIMA 6.1-6.5 |
-- |
-- |
| 5 |
10/1 |
(Finish CSPs) Probability |
AIMA 13.1-13.5 |
-- |
HW3 (due Sun) |
| 6 |
10/6 |
Probability, Inference, Independence |
AIMA 13.1-13.5 |
HW4 due 10/17 by 11:59pm |
-- |
| 6 |
10/8 |
Independence and Bayesian Networks |
AIMA 14.4-14.5 |
-- |
-- |
| 7 |
10/13 |
Bayesian Networks |
AIMA 14.4-14.5 |
-- |
-- |
| 7 |
10/15 |
In-class Test |
-- |
-- |
HW4 (due Fri) |
| 8 |
10/20 |
Fall Break |
-- |
-- |
-- |
| 8 |
10/22 |
Inference in Bayesian Networks |
AIMA 14.4-14.5 |
-- |
-- |
| 9 |
10/27 |
Approx. Inference in Bayesian Networks |
AIMA 14.4-14.5 |
HW5 due 11/7 by 11:59pm |
-- |
| 9 |
10/29 |
Dynamic Bayesian Networks |
AIMA 15.1-15.2, 15.5 |
-- |
-- |
| 10 |
11/3 |
Particle Filters |
AIMA 15.1-15.2, 15.5 |
-- |
-- |
| 10 |
11/5 |
Intro. to SL, Naive Bayes |
AIMA 18.1-18.2, 20.2.2 |
-- |
HW5 (due Fri) |
| 11 |
11/10 |
Decision Trees |
AIMA 18.3 |
HW6 due 11/19 by 11:59pm |
-- |
| 11 |
11/12 |
Guest Speaker, HMC, Big Beckman B126 |
-- |
-- |
-- |
| 12 |
11/17 |
Neural networks |
AIMA 18.6-18.7 |
-- |
-- |
| 12 |
11/19 |
Support vector machines |
AIMA 18.9 |
-- |
HW6 (due Wed) |
| 13 |
11/24 |
Supervised Learning: Putting it all together |
AIMA 18.4, 18.10-18.11 |
Final Projects |
-- |
| 13 |
11/26 |
Clustering |
IR Ch. 16, 17 |
-- |
-- |
| 14 |
12/1 |
In-class Test |
-- |
-- |
-- |
| 14 |
12/3 |
AI: Philosophy and Ethics |
-- |
-- |
-- |
| 15 |
12/8 |
Project Updates |
-- |
-- |
-- |
| 15 |
12/10 |
No Class |
-- |
-- |
-- |
| 16 |
12/18 |
Final Project Presentations (2pm) |
-- |
-- |
Final Projects |
