Steam-powered Turing Machine University of Washington Department of Computer Science & Engineering
CSE 546 - Data Mining - Spring 2008
Mon, Wed 12:00-1:20 in EEB 042
  CSE Home  About Us    Search    Contact Info 

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

Schedule

Week Dates Topics & Lecture Notes Readings
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

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