Steam-powered Turing Machine University of Washington Department of Computer Science & Engineering
CSE 573 - Artificial Intelligence I - Autumn 2006
MW 1:30-2:50 in MEB 245
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Instructor: Pedro Domingos
Office: Allen Center 648
Office hours: Mondays, 3:00 to 4:00
TA: Michele Banko
Office: Allen Center 602
Office hours: Wednesdays, 3:00 to 4:00

Schedule

Week Dates Topics & Lecture Notes Readings
1 September 27 Introduction Russell & Norvig, Chapter 1
2 October 2-4 Uninformed Search, Informed Search (1 and 2) Russell & Norvig, Chapters 3 & 4
3 October 9-11 Constraint Satisfaction, Game Playing Russell & Norvig, Chapters 5 & 6
4 October 16-18 Propositional Logic (1 and 2), First-order Logic Russell & Norvig, Chapters 7 & 8
5 October 23-25 Inference in First-Order Logic, Uncertainty Russell & Norvig, Chapters 9 & 13
6 October 30-November 1 Bayesian Networks (1 and 2) Russell & Norvig, Chapter 14
7 November 6-8 Inference in Bayesian Networks (1 and 2) Russell & Norvig, Chapter 14
8 November 13-15 Markov Networks, Markov Logic, Decision Theory Paper, Russell & Norvig, Chapter 16
9 November 20-22 Statistical Learning (1, 2 and 3) Mitchell, Chapter 6 / R&N, Ch. 20
10 November 27-29 Decision Tree Induction, Rule Induction Mitchell, Ch. 3 & 10 / R&N, Ch. 18 & 19
11 December 4-6 Neural Networks, Instance-Based Learning Mitchell, Ch. 4 & 8 / R&N, Ch. 20

Textbooks

Assignments

There will be four assignments, each worth 15% of the final grade, and a final exam worth 40% of the grade.

Course Administration and Policies


CSE logo Department of Computer Science & Engineering
University of Washington
Box 352350
Seattle, WA  98195-2350
(206) 543-1695 voice, (206) 543-2969 FAX