| Date |
Lecture |
Topics |
Readings and useful links |
Handouts |
| Jan 15 |
Math Review
Decision Trees
|
|
|
Notes
|
| Jan 22 |
Octave tutorial
MLE and MAP
|
|
|
Video
|
| Jan 30 |
Naive Bayes
|
|
|
Video
|
| Feb 5 |
Regression
|
|
|
Slides
Video
|
| Feb 12 |
Learning theory
|
|
|
Video
|
| Feb 19 |
Graphical models
|
|
|
Video
|
| Feb 26 |
Additional practice with graphical models
|
|
|
Video
|
| Mar 5 |
Midterm solutions review
|
|
|
Video
|
| Mar 19 |
Boosting
|
|
|
Video
|
| Mar 26 |
SVM
|
|
|
Video
|
| Apr 2 |
Semi-supervised and Active Learning
|
|
|
Video
|
| Apr 9 |
Dimensionality reduction
PCA
|
|
|
Video
|
| Apr 16 |
Neural networks
|
|
|
Video
|
| Apr 24 |
Exam review
|
|
|
Video
|
