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CSE 473 - Introduction to Artificial Intelligence - Spring 2002 |
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Contact Info |
| Instructor:
Pedro Domingos Office: Sieg 216 Office hours: Mondays 3:30-4:30, and by appointment |
TA1: Will Portnoy Office: Sieg 226B Office hours: Wednesdays 11:30-12:30, and by appointment |
TA2: Nan Li Office: Sieg 226A Office hours: Thursdays 12:00-1:00, and by appointment |
Class meets:
MWF 9:30-10:20 EE1 037
| Week | Dates | Topics & Lecture Notes | Readings |
|---|---|---|---|
| 1 | April 1-5 | Introduction (PDF),
uninformed search (PDF), |
Chapters 1 & 3 of Russell & Norvig |
| 2 | April 8-12 | Informed search (PDF), game playing (PDF) | Chapters 4 & 5 of Russell & Norvig |
| 3 | April 15-19 | Constraint satisfaction (PDF), logic 1 (PDF), logic 2 (PDF) | Chapters 4, 6 & 7 of Russell & Norvig |
| 4 | April 22-26 | Logic 3 (PDF), logic 4 (PDF), uncertainty (PDF), belief networks 1 (PDF) | Chapters 9, 14 & 15 of Russell & Norvig; review probability |
| 5 | April 29-May 3 | Belief networks 2 (PDF), uncertain inference (PDF) | Chapter 15 of Russell & Norvig |
| 6 | May 6-10 | Decision theory (PDF), review, midterm | Chapter 16 of Russell & Norvig |
| 7 | May 13-17 | Intro to learning, instance-based learning (PDF) | Chapters 1 & 8 of Mitchell |
| 8 | May 20-24 | Decision trees, learning ensembles (PDF) | Chapter 3 of Mitchell and Section 2 of Dietterich |
| 9 | May 27-31 | Bayesian learning (PDF) | Chapter 6 of Mitchell |
| 10 | June 3-7 | Neural networks (PDF), review | Chapter 4 of Mitchell |
| Assignment | % of Grade | Handed out | Due | Topic | Additional Info |
| Homework 1 (PDF) | 5 | April 5 | April 12 | Search | |
| Project 1 (PDF) | 25 | April 12 | May 3 | Game playing | |
| Midterm | 20 | May 10 | In class | Weeks 1-5 | Solutions (PDF) |
| Homework 2 (PDF) | 5 | May 24 | May 31 | Learning | Solutions (PDF) |
| Project 2 | 25 | May 17 | June 7 | Collaborative filtering | |
| Final | 20 | Finals week | June 12, 8:30am | Weeks 6-10 | Practice (PDF) Solutions (PDF) Final Solutions (PDF) |
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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] |