DS/CMPSC 442 (Spring 2020)
| Date | Lecture Topic | Readings | Links |
|---|---|---|---|
|
Week 1 Tu 1/14 |
1. Course Mechanics & Intro to AI Slides | ||
|
Week 1 Th 1/16 |
2. Intro to AI Slides | Chapter 1 & 2, AIMA | |
|
Week 2 Tu 1/21 |
3. Uninformed Search Slides | Chapter 3.1-3.4, AIMA | Project 0 | HW0 Due |
|
Week 2 Th 1/23 |
4. A* Search and Heuristics Slides | Chapter 3.5-3.6, AIMA | |
|
Week 3 Tu 1/28 |
5. CSP I Slides | Chapter 6.1, AIMA | HW1 Due 1/29 |
|
Week 3 Th 1/30 |
6. CSP II Slides | Chapter 6.2-6.5, AIMA | Project 1 |
|
Week 4 Tu 2/4 |
7. Game Trees: Minimax Slides | Chapter 5.2-5.5, AIMA | Mini Contest 1 | HW2 Due 2/4 |
|
Week 4 Th 2/6 |
8. Game Trees: Expectimax, Utilities Slides | Chapter 5.2-5.5, 16.1-16.3 AIMA | |
|
Week 5 Tu 2/11 |
9. MDPs I Slides | Chapter 17.1-17.3, AIMA | HW3 Due 2/11 |
|
Week 5 Th 2/13 |
10. MDPs II Slides | Chapter 17.1-17.3, AIMA | Project 2 |
|
Week 6 Tu 2/18 |
11. RL I Slides | Chapter 21, AIMA | HW4 Due 2/18 |
|
Week 6 Th 2/20 |
12. RL II Slides | Chapter 21, AIMA | |
|
Week 7 Tu 2/25 |
13. RL III Slides | Chapter 21, AIMA | |
|
Week 7 Th 2/27 |
14. Probability + BN: Intro Slides | Chapter 13.1-13.5, AIMA | |
|
Week 8 Tu 3/3 |
15. BN: Representation Slides Video 1 Video 2 | Chapter 14.1, 14.2, 14.4, AIMA | Project 3 | HW5 Due 3/3 |
|
Week 8 Th 3/5 |
16. Midterm Exam | ||
|
Week 9 Tu 3/10 |
Spring Break - No Class! | ||
|
Week 9 Th 3/12 |
Spring Break - No Class! | ||
|
Week 10 Tu 3/17 |
17. BN: Independence Slides Video | Chapter 14.4 AIMA | Mini Contest 2 |
|
Week 10 Th 3/19 |
18. BN: Inference Slides Video | Chapter 14.1, 14.2, 14.4, AIMA | HW6 Due 3/30 |
|
Week 11 Tu 3/24 |
19. BN: Sampling Slides Video | Chapter 14.4-14.5, AIMA | |
|
Week 11 Th 3/26 |
20. Decision Networks Slides Video | Chapter 16.5-16.6, AIMA | HW7 Due 4/02 |
|
Week 12 Tu 3/31 |
21. HMMs Slides Video | Chapter 15.2-15.6, AIMA | |
|
Week 12 Th 4/2 |
22. Particle Filtering Slides Video | Chapter 15.2-15.6, AIMA | HW8 Due 4/9 |
|
Week 13 Tu 4/7 |
23. ML: Naive Bayes Slides Video | Chapter 20.1-20.2.2, AIMA | Project 4 |
|
Week 13 Th 4/9 |
24. ML: Perceptrons and Logistic Regression Slides Video | Chapter 18.6.3 & 18.8, AIMA | HW9 Due 4/16 |
|
Week 14 Tu 4/14 |
25. ML: Optimization and Neural Networks Slides Slides Video | Chapter 18.3, 18.7, AIMA | Project 5 | HW10 Due 4/23 |
|
Week 15 Tu 4/21 |
27. Game Theory I Slides | Lecture Notes | |
|
Week 15 Th 4/23 |
28. Game Theory II Slides | Lecture Notes | HW11 Due 4/30 |
|
Week 16 Tu 4/28 |
Student Presentations Week | ||
|
Week 16 Th 4/30 |
Student Presentations Week | ||
|
Week 17 Tu 5/5 |
Final Week | ||
|
Week 17 Th 5/7 |
Final Week |
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