http://openclassroom.stanford.edu/MainFolder/CoursePage.php?...
The reference course on Stanford is CS229A instead of CS229, which is much lighter on Math. I have watched the videos on Linear and Logistic regression and the hardest derivations are elided, while the emphasis is put on intuitions.