Perceptron Mistake Bound
Andrew Ng's notes on SVM
Science Article on Face Recognition and Privacy
Convex Optimization Overview I (Stanford CS229)
Convex Optimization Overview II (Stanford CS229)
Principle Component Analysis (CMU: Shalizi)