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Instructor:
Pedro Domingos
(pedrod at cs dot washington dot edu) Office hours: Mondays 3:30-4:20, CSE 648 |
TA:
Andrew Guillory
(guillory at cs dot washington dot edu) Office hours: Wednesdays 3:30-4:20, CSE 218 |
TA: Keyun Tong
(keyun at cs dot washington dot edu) Office hours: Fridays 1:30-2:20, CSE 220 |
Week | Dates | Topics & Lecture Notes | Readings |
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1 | September 29, October 1 | Introduction, Uninformed Search | Russell & Norvig, Chapter 1 & 3 |
2 | October 4, 6, 8 | Informed Search (1 and 2) | Russell & Norvig, Chapters 3 & 4 |
3 | October 11, 13, 15 | Game Playing, Constraint Satisfaction | Russell & Norvig, Chapters 5 & 6 |
4 | October 18, 20, 22 | Propositional Logic (1 and 2) | Russell & Norvig, Chapter 7 |
5 | October 25, 27, 29 | First-order Logic, Inference in First-Order Logic | Russell & Norvig, Chapters 8 & 9 |
6 | November 1, 3, 5 | Uncertainty, Bayesian Networks (1 and 2) | Russell & Norvig, Chapters 13 & 14 |
7 | November 8, 10, 12 | Inference in Bayesian Networks (1 and 2) | Russell & Norvig, Chapter 14 |
8 | November 15, 17, 19 | Markov Networks, Markov Logic | Paper |
9 | November 22, 24 | Decision Theory | Russell & Norvig, Chapter 16 |
10 | November 29, December 1, 3 | Decision Tree Induction | Russell & Norvig, Chapter 18 |
11 | December 6, 8, 10 | Statistical Learning (1, 2 and 3), Reinforcement Learning | Russell & Norvig, Chapters 20 & 21 |
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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 |