Lectures¶
Week |
Day |
Date |
Topic (Reading) |
Due |
|---|---|---|---|---|
1 |
W |
19-Jan |
Welcome & Intro (ppt) (ch. 2) |
|
F |
21-Jan |
Probability (ppt) (ch. 12) |
||
2 |
M |
24-Jan |
Naïve Bayes (ppt) (20.2.1-2,23.1.1) |
Quiz 1 |
W |
26-Jan |
Evaluation & Generalization (ppt) (19.1-4,23.1.4) |
Proj 1(a) |
|
F |
28-Jan |
|||
3 |
M |
31-Jan |
Perceptron (ppt) (19.6.4) |
MP1 |
W |
2-Feb |
Linear Regression (ppt) (19.6.1-3) |
Proj 1(b) |
|
F |
4-Feb |
Logistic Regression (ppt) (19.6.5,21.2.2) |
||
4 |
M |
7-Feb |
Two-Layer Neural Net (ppt) (21.1.1) |
Quiz 2 |
W |
9-Feb |
Proj 2(a) |
||
F |
11-Feb |
Back-Propagation (ppt) (21.2.2) |
||
5 |
M |
14-Feb |
Computer Vision (ppt) (25.3.1,25.4,21.3) |
MP2 |
W |
16-Feb |
Security & Privacy (ppt) (27.3.2) |
Proj 2(b) |
|
F |
18-Feb |
|||
6 |
M |
21-Feb |
Exam 1: AI in Episodic Environments |
Exam 1 |
W |
23-Feb |
|||
F |
25-Feb |
|||
7 |
M |
28-Feb |
Heuristics (ppt) (3.6) |
Quiz 3 |
W |
2-Mar |
Constraint Satisfaction (ppt) (ch. 6) |
Proj 3(a) |
|
F |
4-Mar |
Partially Observable Search (ppt) (4.4) |
||
8 |
M |
7-Mar |
Bayesian Networks (ppt) (13.1-3) |
MP3 |
W |
9-Mar |
Learning a Bayesian Network (ppt) (20.3.2-3) |
Proj 3(b) |
|
F |
11-Mar |
Hidden Markov Models (ppt) (14.1) |
||
9 |
M |
21-Mar |
HMM Inference (ppt) (14.2-3) |
Quiz 4 |
W |
23-Mar |
Part of Speech Tagging (ppt) (23.1.6 and JM8) |
Proj 4(a) |
|
F |
25-Mar |
Recurrent Neural Nets (ppt) (21.6) |
||
10 |
M |
28-Mar |
Causal Networks (ppt) (13.5) |
MP4 |
W |
30-Mar |
Proj 4(b) |
||
F |
1-Apr |
|||
11 |
M |
4-Apr |
Exam 2: AI in Sequential Environments |
Exam 2 |
W |
6-Apr |
Game Theory (ppt) (18.2.1-2) |
||
F |
8-Apr |
No lecture: EOH |
||
12 |
M |
11-Apr |
Minimax and Alpha-Beta (ppt) (5.1-3) |
Quiz 5-Agent |
W |
13-Apr |
Stochastic Games (ppt) (5.4-5) |
Proj 5(a) |
|
F |
15-Apr |
Markov Decision Processes (ppt) (17.1-3) |
||
13 |
M |
18-Apr |
Model-Based RL (ppt) (22.1-2) |
MP5 |
W |
20-Apr |
Model-Free RL (ppt) (22.3) |
Proj 5(b) |
|
F |
22-Apr |
Deep Reinforcement Learning (ppt) (22.4) |
||
14 |
M |
25-Apr |
Actor-Critic Deep RL (ppt) (22.5) |
Quiz 6 |
W |
27-Apr |
Proj 6 |
||
F |
29-Apr |
Configuration Space (ppt) (26.4-5) |
||
15 |
M |
2-May |
Ethics and Autonomy (ppt) (27.3.1;5-7) |
MP6 |
W |
4-May |
|||
16 |
F |
13-May |
Final Exam, 8:00-11:00am |
Final Exam |
