TP = Prof. Tomaso Poggio
AR = Sasha Rakhlin
AC = Andrew Caponnetto
RR = Dr. Ryan Rifkin
Course calendar.
| SES # |
TOPICS |
LECTURERS |
| 1 |
The Course at a Glance |
TP |
| 2 |
The Learning Problem in Perspective |
TP |
| 3 |
Reproducing Kernel Hilbert Spaces |
AC |
| 4 |
Regression and Least-Squares Classification |
RR |
| 5 |
Support Vector Machines for Classification |
RR |
| 6 |
Manifold Regularization |
AC |
| 7 |
Unsupervised Learning Techniques |
AC |
| 8 |
Multiclass |
RR |
| 9 |
Ranking |
Guest Lecturer: Giorgos Zacharia |
| 10 |
Boosting and Bagging |
AR |
| 11 |
Computer Vision
Object Detection |
Guest Lecturer: Stan Bileschi |
| 12 |
Online Learning |
Guest Lecturer: Sanmay Das and AC |
| 13 |
Loose Ends
Project Discussions |
|
| 14 |
Generalization Bounds
Introduction to Stability |
AR |
| 15 |
Stability of Tikhonov Regularization |
AR |
| 16 |
Uniform Convergence Over Function Classes |
AR |
| 17 |
Uniform Convergence for Classification
VC-dimension |
AR |
| 18 |
Neuroscience |
Guest Lecturer: Thomas Serre |
| 19 |
Symmetrization
Rademacher Averages |
AR |
| 20 |
Fenchel Duality |
Guest Lecturer: Ross Lippert and RR |
| 21 |
Speech / Audio |
Guest Lecturer: Jake Bouvrie |
| 22 |
Active Learning |
Guest Lecturer: Claire Monteleoni |
| 23 |
Morphable Models for Video |
Guest Lecturer: Tony Ezzat |
| 24 |
Bioinformatics |
Guest Lecturer: Sayan Mukherjee |
| 25 |
Project Presentations |
|
| 26 |
Project Presentations (cont.) |
|
|
Math Camp 1: Functional Analysis |
AC |
|
Math Camp 2: Probability Theory |
AR |