| Date |
Topic |
Readings |
| Tu Jan 31 | Introduction |
Russel and Norvig, Chapter 1 |
| Artificial Intelligence in Context |
| Th Feb 2 | AI in the Public Imagination |
|
| Tu Feb 7 | Philosophy of Mind |
Russel and Norvig, Chapter 26.1-2; Kim |
| Th Feb 9 | Cognitive Neuroscience |
Goldstein, Chapters 2, 3, 7; Dehaene, Chapters 1-3 |
| Tu Feb 14 | Cognitive Psychology |
Goldstein, Chapters 5-7, 9, 12, 13 |
| Intelligent Agents, Heuristic Search, and Game Playing |
| Th Feb 16 | Intelligent Agents |
Russel and Norvig, Chapter 2 |
| Tu Feb 21 | Basic Search |
Russel and Norvig, Chapter 3.1-3.4 |
| Th Feb 23 | Informed Search |
Russel and Norvig, Chapter 3.5-3.6, 4.1 |
| Tu Feb 28 | Game Playing |
Russel and Norvig, Chapter 5 |
| Th Mar 2 | Constraint Satisfaction |
Russel and Norvig, Chapter 6 |
| Logic and Knowledge Representation |
| Th Mar 7 | Logical Agents |
Russel and Norvig, Chapter 7.1-7.5 |
| Th Mar 9 | First Order Logic |
Russel and Norvig, Chapter 8 |
| Tu Mar 14 | Snow Day |
|
| Th Mar 16 | Inference in First-Order Logic |
Russel and Norvig, Chapter 9 |
| Tu Mar 28 | Knowledge Representation |
Russel and Norvig, Chapter 12 |
| Th Mar 30 | Planning |
Russel and Norvig, Chapter 10, 11.3 |
| Uncertainty |
| Tu Apr 4 | Probabilistic Reasoning |
Russel and Norvig, Chapter 13 |
| Th Apr 6 | Bayesian Networks |
Russel and Norvig, Chapter 14 |
| Tu Apr 11 | Markov Decision Processes |
Russel and Norvig, Chapter 15, 23.5 |
| Th Apr 13 | Decision Theory |
Russel and Norvig, Chapter 16, 17.1-3 |
| Machine Learning |
| Tu Apr 18 | Statistical Learning |
Russel and Norvig, Chapter 20 |
| Th Apr 20 | Neural Networks |
Russel and Norvig, Chapter 18.7 |
| Tu Apr 25 | Reinforcement Learning |
Russel and Norvig, Chapter 21 |
| Natural Language |
| Th Apr 27 | Natural Language Processing |
Russel and Norvig, Chapter 22, 23.1-3 |
| Tu May 2 | Machine Translation |
Russel and Norvig, Chapter 23.3 |
| Th May 4 | Review |
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