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 13 No class |
Oct 15 No class |
| 02 | Oct 20 Introduction / organization [slides, 8up] |
Oct 22 Linear algebra: intro [slides, 8up] |
| 03 | Oct 27 Linear algebra: intro |
Oct 31 Linear algebra (solving systems of equations, matrix inverses) [slides, 8up] |
| 04 | Nov 03 Linear algebra (solving systems of equations, matrix inverses) |
Nov 05 Linear algebra (projection, regression) |
| 05 | Nov 10 Linear algebra (eigenvalues/eigenvectors) |
Nov 12 Linear algebra (SVD) |
| 06 | Nov 17 Linear algebra (SVD) |
Nov 19 Linear algebra (summary) |
| 07 | Nov 24 Calculus (derivatives / intergrals) |
Nov 26 Calculus (finding minima/maxima, regression) |
| 08 | Dec 01 Probability theory |
Dec 03 Probability theory |
| 09 | Dec 08 Information Theory |
Dec 10 Information Theory |
| 10 | Dec 15 Regression / Wrap up |
Dec 17 Evalation, generalization, bias, variance |
| Dec 22 Summary |
Dec 24 sem. break |
|
| Dec 29 sem. break |
Dec 31 sem. break |
|
| 11 | Jan 05 sem. break |
Jan 07 Classification |
| 12 | Jan 12 Classification |
Jan 14 Classification / evaluation |
| 13 | Jan 19 Dimensionality reduction |
Jan 22 Clustering |
| 14 | Jan 26 Wrap-up |
Jan 28 Exam preparation |
| 15 | Feb 04 Exam |
Feb 06 Exam solutions / discussion |