The following books are not required but suggested, if you want to learn more about certain subjects.
Date | Topic | Readings |
Th Aug 27 | Introduction | Russel and Norvig, Chapter 1 |
Artificial Intelligence in Context | ||
Tu Sep 1 | AI in the Public Imagination | |
Th Sep 3 | (no class) | |
Tu Sep 8 | Philosophy of Mind | Russel and Norvig, Chapter 26.1-2; Kim |
Tu Sep 10 | Cognitive Neuroscience | Goldstein, Chapters 2, 3, 7; Dehaene, Chapters 1-3 |
Tu Sep 15 | Cognitive Psychology | Goldstein, Chapters 5-7, 9, 12, 13 |
Intelligent Agents, Heuristic Search, and Game Playing | ||
Th Sep 17 | Intelligent Agents | Russel and Norvig, Chapter 2 |
Tu Sep 22 | Basic Search | Russel and Norvig, Chapter 3.1-3.4 |
Th Sep 24 | Informed Search | Russel and Norvig, Chapter 3.5-3.6, 4.1 |
Tu Sep 29 | Game Playing | Russel and Norvig, Chapter 5 |
Th Oct 1 | Constraint Satisfaction | Russel and Norvig, Chapter 6 |
Logic and Knowledge Representation | ||
Tu Oct 6 | Logical Agents | Russel and Norvig, Chapter 7.1-7.5 |
Th Oct 8 | First Order Logic | Russel and Norvig, Chapter 8 |
Tu Oct 13 | Inference in First-Order Logic | Russel and Norvig, Chapter 9 |
Tu Oct 20 | Knowledge Representation | Russel and Norvig, Chapter 12 |
Th Oct 22 | Planning | Russel and Norvig, Chapter 10, 11.3 |
Uncertainty | ||
Tu Oct 27 | Probabilistic Reasoning | Russel and Norvig, Chapter 13 |
Th Oct 29 | Bayesian Networks | Russel and Norvig, Chapter 14 |
Tu Nov 3 | Markov Decision Processes | Russel and Norvig, Chapter 15, 23.5 |
Th Nov 5 | Decision Theory | Russel and Norvig, Chapter 16, 17.1-3 |
Machine Learning | ||
Tu Nov 10 | Statistical Learning | Russel and Norvig, Chapter 20 |
Th Nov 12 | Neural Networks | Russel and Norvig, Chapter 18.7 |
Tu Nov 17 | Reinforcement Learning | Russel and Norvig, Chapter 21 |
Natural Language | ||
Th Nov 19 | Natural Language Processing | Russel and Norvig, Chapter 22, 23.1-3 |
Tu Dec 1 | Machine Translation | Russel and Norvig, Chapter 23.3 |
Th Dec 3 | Review | - |