DS/CMPSC 442 (Spring 2020)

Artificial Intelligence

Classes

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 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: Inference Slides Chapter 14.4 AIMA Mini Contest 2
Week 10
Th 3/19
18. BN: Independence Slides Chapter 14.1, 14.2, 14.4, AIMA HW6 Due 3/19
Week 11
Tu 3/24
19. BN: Sampling Slides Chapter 14.4-14.5, AIMA
Week 11
Th 3/26
20. Decision Networks Slides Chapter 16.5-16.6, AIMA HW7 Due 3/26
Week 12
Tu 3/31
21. HMMs Slides Chapter 15.2-15.6, AIMA
Week 12
Th 4/2
22. Particle Filtering Slides Chapter 15.2-15.6, AIMA HW8 Due 4/2
Week 13
Tu 4/7
23. ML: Naive Bayes Slides Chapter 20.1-20.2.2, AIMA Project 4
Week 13
Th 4/9
24. ML: Perceptrons and Logistic Regression Slides Chapter 18.6.3 & 18.8, AIMA HW9 Due 4/9
Week 14
Tu 4/14
25. ML: Optimization and Neural Networks Slides Chapter 18.6.3 & 18.8, AIMA
Week 14
Th 4/16
26: ML: Neural Networks II Slides Chapter 18.3, 18.7, AIMA Project 5 | HW10 Due 4/16
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 4/23
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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