Here is a short list of surveys or courses that may be of interest for someone who wants to get acquainted with theoretical topics in Machine Learning:
- Avrim Blum's tutorial at FOCS03
- Avrim Blum's course on Machine Learning
- A set of lectures by Andrew W. Moore, containing some slides about theoretical aspects
- A survey paper I wrote with Stéphane Boucheron and Gabor Lugosi
- ISCAS2001 course by Bartlett, Cauwenberghs and Smola
- Vasant Honavar's course
- Rob Shapire's course notes

You got me there. This is what i need to know.
Posted by: work gloves | April 18, 2011 at 05:53 AM