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CSE 473 - Introduction to Artificial Intelligence - Autumn 2002 |
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Contact Info |
| Instructor:
Pedro Domingos Office: Sieg 216 Office hours: Fridays from 1:30 to 2:30 |
TA: Will Portnoy Office: Sieg 226 Office hours: Tuesdays from 2:30 to 3:20 |
Class meets:
MWF 10:30-11:20 EE1 042
| Week | Dates | Topics & Lecture Notes | Readings |
|---|---|---|---|
| 1 | September 30 - October 4 | Introduction (PDF),
uninformed search (PDF) |
Chapters 1 & 3 of Russell & Norvig |
| 2 | October 7-11 | Informed search (PDF), game playing (PDF) | Chapters 4 & 5 of Russell & Norvig |
| 3 | October 14-18 | Constraint satisfaction (PDF), logic 1 (PDF), logic 2 (PDF) | Chapters 4, 6 & 7 of Russell & Norvig |
| 4 | October 21-25 | Logic 3 (PDF), logic 4 (PDF), uncertainty (PDF), belief networks 1 (PDF) | Chapters 9, 14 & 15 of Russell & Norvig; review probability |
| 5 | October 28 - November 1 | Belief networks 2 (PDF), uncertain inference (PDF) | Chapter 15 of Russell & Norvig |
| 6 | November 4-8 | Decision theory (PDF), review, midterm | Chapter 16 of Russell & Norvig |
| 7 | November 11-15 | Intro to learning, Bayesian learning (PDF) | Chapters 1 & 6 of Mitchell |
| 8 | November 18-22 | Bayesian learning (contd.), decision trees | Chapters 6 & 3 of Mitchell |
| 9 | November 25-29 | Model ensembles (PDF), instance-based learning (PDF) | Section 2 of Dietterich and Chapter 8 of Mitchell |
| 10 | December 2-6 | Instance-based learning (contd.), genetic algorithms (PDF), neural networks (PDF) | Chapters 8, 9 and 4 of Mitchell; review calculus |
| 11 | December 9-11 | Neural networks (contd.), review | Chapter 4 of Mitchell |
| Assignment | % of Grade | Handed out | Due | Topic |
| Homework 1 | 5% | October 9 | October 16 | Search |
| Project 1 | 20% | October 11 | November 1 | Game playing |
| Homework 2 | 5% | October 23 | October 30 | Constraints and logic |
| Midterm | 20% | November 8 | In class | Weeks 1-6 |
| Project 2 | 20% | November 15 | December 9 | Text classification |
| Homework 3 | 5% | November 20 | November 27 | Machine learning |
| Homework 4 | 5% | December 4 | December 11 | Machine learning |
| Final | 20% | December 13 | 8:30-10:20 | Weeks 7-11 |
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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 [comments to will] |