| Class | Day | Date | Topic | Readings | Due |
|---|---|---|---|---|---|
| 1 | Tu | 01/20/2004 | Introduction | ||
| 2 | Th | 01/22/2004 | Introduction | Mitchell, Chap. 1; Schaeffer96 | |
| 3 | Tu | 01/27/2004 | Concept Learning | Mitchell, Chap. 2 | |
| 4 | Th | 01/29/2004 | Concept Learning | ||
| 5 | Tu | 02/03/2004 | Decision Tree Learning | Mitchell, Chap. 3 | HW1 |
| 6 | Th | 02/05/2004 | Decision Tree Learning | ||
| 7 | Tu | 02/10/2004 | Neural Networks | Mitchell, Chap. 4 | |
| 8 | Th | 02/12/2004 | Evaluating Hypotheses | Mitchell, Chap. 5 | |
| 9 | Tu | 02/17/2004 | Evaluating Hypotheses | Provost98* | HW2, Critique |
| 10 | Th | 02/19/2004 | Bayesian Learning | Mitchell, Chap. 6 | |
| 11 | Tu | 02/24/2004 | Bayesian Learning | ||
| 12 | Th | 02/26/2004 | Learning Theory | Mitchell, Chap. 7 | |
| 13 | Tu | 03/02/2004 | Learning Theory | HW3 | |
| 14 | Th | 03/04/2004 | Kernel-based Methods | Muller01* | Critique |
| 15 | Tu | 03/09/2004 | Instance-based Learning | Mitchell, Chap. 8 | |
| 16 | Th | 03/11/2004 | Ensemble Methods | Dietterich97 (pp. 97-105) * | Critique |
| ---- | Tu | 03/16/2004 | Spring Vacation | ||
| ---- | Th | 03/18/2004 | Spring Vacation | ||
| 17 | Tu | 03/23/2004 | Genetic Algorithms | Mitchell, Chap. 9 | |
| 18 | Th | 03/25/2004 | Learning Rule Sets | Mitchell, Chap. 10 | |
| 19 | Tu | 03/30/2004 | Learning Rule Sets | HW4/5 | |
| 20 | Th | 04/01/2004 | No class: Attend Rajan talk | ||
| 21 | Tu | 04/06/2004 | Graph-based Learning | Cook00* | Critique |
| 22 | Th | 04/08/2004 | Analytical Learning | Mitchell, Chap. 11 | Presentation/Project Proposal |
| 23 | Tu | 04/13/2004 | Reinforcement Learning | Mitchell, Chap. 13 | |
| 24 | Th | 04/15/2004 | Student Presentations | papers* | Critique |
| 25 | Tu | 04/20/2004 | Student Presentations | papers* | Critique |
| 26 | Th | 04/22/2004 | Student Presentations | papers* | Critique |
| 27 | Tu | 04/27/2004 | Student Presentations | papers* | HW6, Critique |
| 28 | Th | 04/29/2004 | Student Presentations | papers* | Critique |
| 29 | Tu | 05/04/2004 | Student Presentations | papers* | Critique |
| 30 | Th | 05/06/2004 | Conclusions | ||
| ---- | Tu | 05/11/2004 | Project |