Schedule
| Date | Topics | Lectures | Homeworks |
|---|---|---|---|
| 8/26 |
Introduction
|
Slides
|
|
| 8/28 |
Linear Algebra 1
|
Slides
|
|
| 9/2 |
Linear Algebra 2
|
Slides
|
HW 1 Release |
| 9/4 |
Optimization
|
Slides
|
|
| 9/9 |
Deterministic Representations
|
Slides
|
|
| 9/11 |
Data-Driven Representations
|
Slides
|
|
| 9/16 |
Non-Negative Matrix Factorization
|
Slides
|
|
| 9/18 |
Adaboost & Face Detection
|
Slides
|
HW 1 Deadline |
| 9/23 |
Probability and Information Theory
|
Slides
|
HW 2 Release |
| 9/25 |
Independent Component Analysis
|
Slides
|
|
| 9/30 |
Clustering
|
Slides
|
|
| 10/2 |
Sparse and Overcomplete Representations & Dictionary Representations
|
Slides
|
|
| 10/7 |
Regression and Prediction
|
Slides
|
|
| 10/9 |
Linear Classifier
|
Slides
|
HW 2 Deadline |
| 10/14 |
No Class (Why do you think)
|
|
HW 3 Release |
| 10/16 |
No Class (What are you gonna do?)
|
|
|
| 10/21 |
Canonical Correlation Analysis
|
|
|
| 10/23 |
Expectation Maximization 1
|
|
|
| 10/28 |
Expectation Maximization 2
|
|
|
| 10/30 |
Maximum Entropy Models
|
|
|
| 11/4 |
No Class (Democracy Day)
|
|
|
| 11/6 |
Factor Analysis
|
|
HW 3 Deadline & HW 4 Release |
| 11/11 |
Hidden Markov Models
|
|
|
| 11/13 |
Auto Regressive Models
|
|
|
| 11/18 |
Kalman Filtering 1
|
|
|
| 11/20 |
Kalman Filtering 2
|
|
|
| 11/25 |
No Class (Thanksgiving)
|
|
|
| 12/2 |
Survival Analysis
|
|
HW 4 Deadline |
| 12/9 |
Exam Week
|
|
|
| 12/11 |
Project Presentations
|
|
|
| 12/23 |
Project Presentations
|
|
|