This section contains documents that could not be made accessible to screen reader software. A "#" symbol is used to denote such documents.
All materials are courtesy of the person named and are used with permission.
Lecture notes.
| SES # |
TOPICS |
SUMMARY |
SLIDES |
| 1 |
The Course at a Glance |
(PDF) |
(PDF - 8.10 MB) |
| 2 |
The Learning Problem in Perspective |
(PDF) |
(PDF) |
| 3 |
Reproducing Kernel Hilbert Spaces |
(PDF) |
(PDF) |
| 4 |
Regression and Least-Squares Classification |
(PDF) |
(PDF) |
| 5 |
Support Vector Machines for Classification |
(PDF) |
(PDF) |
| 6 |
Manifold Regularization |
(PDF) |
(PDF) |
| 7 |
Unsupervised Learning Techniques |
(PDF) |
(PDF) |
| 8 |
Multiclass |
(PDF) |
(PDF) |
| 9 |
Ranking |
(PDF) |
(PDF)# |
| 10 |
Boosting and Bagging |
(PDF) |
(PDF) |
| 11 |
Computer Vision
Object Detection |
|
|
| 12 |
Online Learning |
(PDF) |
(PDF) |
| 13 |
Loose Ends
Project Discussions |
|
|
| 14 |
Generalization Bounds
Introduction to Stability |
(PDF) |
(PDF) |
| 15 |
Stability of Tikhonov Regularization |
(PDF) |
(PDF) |
| 16 |
Uniform Convergence Over Function Classes |
(PDF) |
(PDF) |
| 17 |
Uniform Convergence for Classification
VC-dimension |
(PDF) |
(PDF) |
| 18 |
Neuroscience |
(PDF) |
(PDF - 2.5 MB)# |
| 19 |
Symmetrization
Rademacher Averages |
|
|
| 20 |
Fenchel Duality |
|
|
| 21 |
Speech / Audio |
|
|
| 22 |
Active Learning |
|
(PDF) |
| 23 |
Morphable Models for Video |
|
|
| 24 |
Bioinformatics |
|
|
| 25 |
Project Presentations |
|
|
| 26 |
Project Presentations (cont.) |
|
|
|
Math Camp 1: Functional Analysis |
|
(PDF) |
|
Math Camp 2: Probability Theory |
|
(PDF) |