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Instructor: Pedro Domingos (pedrod at cs) Office hours: Wednesdays 3:30-4:20 & by appointment Office: Allen Center 648 |
TA: Hoifung Poon (hoifung at cs) Office hours: Mondays 1:30-2:20 & by appointment Office: Allen Center 220 |
| Week | Dates | Topics & Lecture Notes | Readings |
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| 1 | March 31, April 2 | Introduction (ppt, pdf), inductive learning (ppt, pdf) | Mitchell, Ch. 1; Duda, Ch. 1 |
| 2 | April 7, 9 | Decision trees (ppt, pdf) | Mitchell, Ch. 3; Duda, Ch. 8 |
| 3 | April 14, 16 | Rule induction (ppt, pdf) | Mitchell, Ch. 10; Duda, Ch. 8 |
| 4 | April 21, 23 | Instance-based learning (ppt, pdf) | Mitchell, Ch. 8; Duda, Ch. 4 |
| 5 | April 28, 30 | Bayesian learning (ppt, pdf) | Mitchell, Ch. 6; Duda, Ch. 2 & 3 |
| 6 | May 5, 7 | Neural networks (ppt, pdf) | Mitchell, Ch. 4; Duda, Ch. 6 |
| 7 | May 12, 14 | Model ensembles (ppt, pdf) | Duda, Ch. 9 |
| 8 | May 19, 21 | Learning theory (ppt, pdf) | Mitchell, Ch. 7; Duda, Ch. 9 |
| 9 | May 26, 28 | Support vector machines (ppt, pdf) | Duda, Ch. 5 |
| 10 | June 2, 4 | 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 |
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