A real Caltech course, not a watered-down version
Free, introductory Machine Learning course
Taught by Caltech Professor Yaser Abu-Mostafa [article]
Lectures recorded from a live broadcast, including Q&A
Prerequisites: Basic probability, matrices, and calculus
Homeworks with online grading and ranking
Discussion forum for participant