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CSE Home | About Us | Search | Contact Info |
Instructor: Pedro Domingos (pedrod at cs) Office hours: Wednesdays 2:30-3:20 & by appointment Office: Allen Center 648 |
TA: Hoifung Poon (hoifung at cs) Office hours: Mondays 1:30-2:20 & by appointment Office: Allen Center 318 |
Week | Dates | Topics & Lecture Notes | Readings |
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1 | January 5, 7, 9 | Introduction (ppt, pdf), inductive learning (ppt, pdf) | Mitchell, Ch. 1; Duda, Ch. 1 |
2 | January 12, 14, 16 | Decision trees (ppt, pdf) | Mitchell, Ch. 3; Duda, Ch. 8 |
3 | January 21, 23 | Rule induction (ppt, pdf) | Mitchell, Ch. 10; Duda, Ch. 8 |
4 | January 26, 28, 30 | Instance-based learning (ppt, pdf) | Mitchell, Ch. 8; Duda, Ch. 4 |
5 | February 2, 4, 6 | Bayesian learning (ppt, pdf) | Mitchell, Ch. 6; Duda, Ch. 2 & 3 |
6 | February 9, 11, 13 | Neural networks (ppt, pdf) | Mitchell, Ch. 4; Duda, Ch. 6 |
7 | February 16, 18, 20 | Model ensembles (ppt, pdf) | Duda, Ch. 9 |
8 | February 23, 25, 27 | Learning theory (ppt, pdf) | Mitchell, Ch. 7; Duda, Ch. 9 |
9 | March 2, 4, 6 | Support vector machines (ppt, pdf) | Duda, Ch. 5 |
10 | March 9, 11, 13 | Clustering and dimensionality reduction (ppt, pdf) | Duda, Ch. 10 |
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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 |