Course Outline
Schedule is subject to change
| Week | Date | Lecture | Assignment | Assignment Due |
|---|---|---|---|---|
| 1 | 01/21 | Introduction and Class Logistics | Self-Assessment | 01/23 (11:59pm) |
| 2 | 01/26 | Agent Architectures and Environment Types | ||
| 2 | 01/28 | Agent Architectures and Representations | ||
| 3 | 02/02 | Search | ||
| 3 | 02/04 | Search II: The Search Continues | ||
| 4 | 02/09 | Search III: Still Searching | ||
| 4 | 02/11 | End of Search and the Road to Logic | ||
| 5 | 02/16 | Reasoning I: Logic | ||
| 5 | 02/18 | Reasoning II: Bayes Nets | ||
| 6 | 02/23 | Reasoning III: Bayes Nets II | ||
| 6 | 02/25 | Reasoning IV: More Bayes Nets and Decision Making | ||
| 7 | 03/02 | Sampling and Decision Making | Project Proposal | 2/12 (11:59pm) |
| 7 | 03/04 | End of MDPs | ||
| 8 | 03/09 | Discussion I | ||
| 8 | 03/11 | Discussion II | ||
| 9 | 03/16 | No class (Spring Break) | ||
| 9 | 03/18 | No class (Spring Break) | ||
| 10 | 03/23 | Factored Planning | ||
| 10 | 03/25 | More Planning | ||
| 11 | 03/30 | Even More Planning and Reinforcement Learning | ||
| 11 | 04/01 | RL and Learning from Data | ||
| 12 | 04/06 | Learning from Data | ||
| 12 | 04/08 | Learning from Data the Bayesian Way | ||
| 13 | 04/13 | Deep Learning from Data | ||
| 13 | 04/15 | Representation Learning | ||
| 14 | 04/20 | Convolutional Neural Nets | ||
| 14 | 04/22 | RNNs and Transformers | ||
| 15 | 04/27 | Interpretability and Explainability | ||
| 15 | 04/29 | The Third Wave | ||
| 16 | 05/04 | Discussion III | ||
| 16 | 05/06 | Final Project Lightning Presentations | ||
| 17 | 05/11 | No class (Finals week – no final exam) | ||
| 17 | 05/13 | No class (Finals week – no final exam) | Projects due |
