Apr 2 
Administrivia and Course Overview. 
Slides 
Apr 4 
No class 

Apr 9 
Linear Algebra Review. 
Slides For a more detailed overview, see Sections 1,2, and 3.13.7 of these notes (thanks to Andrew Ng). 
Apr 11 
Probability Review. 
Slides For a more detailed overview, see these notes (thanks to Andrew Ng). An additional nice resource is Chapters 2 and 3 of "All of Statistics" by Larry Wasserman. 
Apr 16 
Finish up Probability Review. Nearest Neighbor Classification. 
Slides 
Apr 18 
Finish Nearest Neighbor Classification. 
Slides 
Apr 23 
Midterm 1 

Apr 25 
Decision Trees. 
Slides 
Apr 30 
Overfitting in Decision Trees. Perceptron. 
Slides 
May 2 
Perceptron. 
Slides 
May 7 
Kernels. 
Slides 
May 9 
Finish Kernels. Bagging. 
Slides 
May 14 
Bagging and Boosting. 
Slides 
May 16 
Finish up Ensemble Learning. 
Slides 
May 21 
Midterm 2 

May 23 
Projections. PCA. 
Slides 
May 28 
No Class. Memorial Day. 

May 30 
PCA. 
Slides 
Jun 4 
PCA. kmeans. 
Slides 
Jun 6 
Multivariate Gaussians. Mixture Models. 
Draft Slides 