Machine Learning Video Library
work.caltech.edu
work.caltech.edu
One of the authors of Learning from Data, Hsuan-Tien Lin, just started a Coursera course on Machine Learning taught in Mandarin Chinese (with English slides).
https://www.coursera.org/course/ntumlone
One thing I really like about Learning from Data is that it gives Machine Learning a certain "framework" instead of just being a hodgepodge of different techniques. The book is quite clear on the mathematical underpinnings, while at the same time introducing various "rules of thumb" for practical considerations.
That discussion is now closed, of course, and is more than 18 months old. It would be interesting and useful to see if anyone has an update about their use of the material.
Looking forward to see if anyone has anything to add.
Edit: Especially love the link to Hilary Mason's "Everything you need to know about Machine Learning in 30 minutes or less".[1]
[1] www.hilarymason.com/presentations-2/devs-love-bacon-everything-you-need-to-know-about-machine-learning-in-30-minutes-or-less/