I found some courses(I don't know if there are more):
Andrew Ng Stanford CS229: http://cs229.stanford.edu/info.html
Caltech(the one from the OP link): http://work.caltech.edu/telecourse.html
Tom Mitchell Carnegie Mellon: http://www.cs.cmu.edu/~tom/10701_sp11/
I'm considering following the Tom Mitchell course as it seems to go deeper into the details, also because it uses a pretty cool bibliography.
What do you think, am I making the right choice?