The schedule is tentative, it will very likely change as we go. Links to the course material will be provided in the schedule below before each class.
The course schedule
| Week | Tuesday | Thursday |
|---|---|---|
| 01 | Oct 14 No class |
Oct 16 No class |
| 02 | Oct 21 Introduction / organization [slides, 8up] |
Oct 23 Linear algebra (vector, matrices) [slides, 8up] |
| 03 | Oct 28 Linear algebra (dot product) |
Oct 30 Linear algebra (solving systems of equations, matrix inverse) [slides, 8up] |
| 04 | Nov 04 Linear algebra (solving systems of equations, matrix inverse) |
Nov 06 Linear algebra (projection, regression) [slides, 8up] |
| 05 | Nov 11 Linear algebra (projection, regression) |
Nov 13 Linear algebra (projection, regression) |
| 06 | Nov 18 Linear algebra (projection, regression) |
Nov 20 Linear algebra (eigenvalues/eigenvectors) [slides, 8up] |
| 07 | Nov 25 Linear algebra (eigenvalues/eigenvectors) |
Nov 27 Linear algebra (SVD) [slides, 8up] |
| 08 | Dec 02 SVD |
Dec 04 Calculus [slides, 8up] |
| 09 | Dec 09 Calculus & Regression [slides, 8up] |
Dec 11 Probability Theory [slides, 8up] |
| 10 | Dec 16 Probability theory |
Dec 18 Information Theory [slides, 8up] |
| 11 | Dec 23 Sem. break |
Dec 25 Sem. break |
| 12 | Dec 30 Sem. break |
Jan 01 Sem. break |
| 13 | Jan 06 Sem. break |
Jan 08 Regression / Wrap up [slides, 8up] |
| 14 | Jan 13 Generalization, bias, variance, evalation [slides, 8up] |
Jan 15 Generalization, bias, variance, evalation |
| 15 | Jan 20 Classification [slides, 8up] |
Jan 22 Classification |
| 16 | Jan 27 Clustering [slides, 8up] |
Jan 29 Clustering |
| 17 | Feb 03 Summary & QA |
Feb 05 Summary & QA |