| # |
Day |
Topic/Slides |
Reading |
| 1 | W
1/12 | Introduction - AI Background and Brief History, Agents | Ch 1 | Setup Python
Nothing to submit; complete by Monday 1/17
Project 1: Search
Due Fri 2/11 (5pm) |
|
| M
1/17 | MLK Holiday |
| 2 | W
1/19 | Agents and Search | Ch 2 |
|
| 3 | M
1/24 | Search | Ch 3.1-3.3 |
| 4 | W
1/26 | Search: Uninformed | Ch 3.4 |
|
| 5 | M
1/31 | Search: Informed | Ch 3.5-3.6 |
| 6 | W
2/2 | Search: Heuristics and Consistency | Ch 3.5-3.6 |
|
| M
2/7 | canceled |
| W
2/9 | canceled | | Project 2: MultiAgent Search
Due Mon 3/2 (6pm) |
|
| 7 | M
2/14 | Games: Game Trees, Minimax | Ch 5.1-5.2 |
| 8 | W
2/16 | Games: Alpha-Beta Pruning, Stochastic Games, and Partial Observability | Ch 5.3-5.7 |
|
| 9 | M
2/21 | Constraint Satisfaction Problems | Ch 4.1, Ch 6.1-6.2 |
| 10 | W
2/23 | CSPs II: Solution Methods | Ch 6.3-6.5 |
|
| 11 | M
2/28 | Properties of Logic, Logical Agents | Ch 7.1-7.4 | Project 3: Logical Agents
Due Fri 3/25 (6pm) |
| 12 | W
3/2 | Propositional Logic | Ch 7.4-7.5 |
|
| M
3/7 | Spring Break |
| W
3/9 | Spring Break |
|
| 13 | M
3/14 | Propositional Logic Inference | Ch 7.5-7.7 |
| 14 | W
3/16 | Prop. Logic to First-Order Logic | Ch 4.4, Ch 8.1-8.2 |
|
| 15 | M
3/21 | First-Order Logic I: Representation | Ch 8.3-8.4 |
| 16 | W
3/23 | First-Order Logic II: Inference I | Ch 9.1-9.5 |
|
| M
3/28 | Midterm Exam | | Project 4: Reinforcement Learning
Due Wed 4/20 |
| 17 | W
3/30 | Quantifying Uncertainty | Ch 12.1-12.4 |
|
| 18 | M
4/4 | Uncertainty and Utility | Ch 12.5-13.7
Ch 16.1-16.4 |
| 19 | W
4/6 | Utilities and Markov Decision Processes | Sutton and Barto Ch.3 |
|
| 20 | M
4/11 | MDPs II | Sutton and Barto Ch.4 |
| 21 | W
4/13 | Reinforcement Learning | Ch 17.1-17.3
Sutton and Barto Ch.6.1, 6.2, 6.4, 6.5, R&N Ch 22.1-22.3 | Project 5: Ghost Busters!
Due Friday 5/6 |
|
| 22 | M
4/18 | Bayes Nets I: Probability and Representation | Ch 13.1-13.2 |
| 23 | W
4/20 | Bayes Nets II: Independence and Inference | Ch 13.3-13.4 |
|
| 24 | M
4/25 | HMMs I: Reasoning Over Time | Ch 14.1-14.3 |
| 25 | W
4/27 | Guest Lecture by Wes Kerr of RiotGames |
|
| 26 | M
5/2 | HMMs II: Particle Filtering | Ch 14.3 |
| 27 | W
5/4 | Conclusion |
|
| F
5/6 | Final Project Due |