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Contact Info |
| Instructor:
Pedro Domingos
Office: Allen Center 648 Office hours: Wednesday, 5:30 to 6:20 |
TA: Tian Sang (sang at cs) Office hours: Wednesday, 5:30 to 6:20 at Allen Center 218, or by appointment |
| Week | Dates | Topics & Lecture Notes | Readings |
|---|---|---|---|
| 1 | September 27 | Introduction | Russell & Norvig, Chapter 1 |
| 2 | October 3 | Uninformed Search, Informed Search (1 and 2) | Russell & Norvig, Chapters 3 & 4 |
| 3 | October 10 | Constraint Satisfaction, Game Playing | Russell & Norvig, Chapters 5 & 6 |
| 4 | October 17 | Propositional Logic (1 and 2), First-order Logic | Russell & Norvig, Chapters 7 & 8 |
| 5 | October 24 | Inference in First-Order Logic, Uncertainty | Russell & Norvig, Chapters 9 & 13 |
| 6 | October 31 | Bayesian Networks (1 and 2) | Russell & Norvig, Chapter 14 |
| 7 | November 7 | Inference in Bayesian Networks (1 and 2) | Russell & Norvig, Chapter 14 |
| 8 | November 14 | Markov Networks, Markov Logic, Decision Theory | Paper, Russell & Norvig, Chapter 16 |
| 9 | November 21 | Statistical Learning (1, 2 and 3) | Mitchell, Chapter 6 / R&N, Ch. 20 |
| 10 | November 28 | Decision Tree Induction, Rule Induction | Mitchell, Ch. 3 & 10 / R&N, Ch. 18 & 19 |
| 11 | December 5 | Neural Networks, Instance-Based Learning | Mitchell, Ch. 4 & 8 / R&N, Ch. 20 |
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Department of Computer Science & Engineering University of Washington Box 352350 Seattle, WA 98195-2350 (206) 543-1695 voice, (206) 543-2969 FAX |
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