Literature

Recommended textbook:

An Introduction to Statistical Learning with Applications in R (Springer, 2013)
Gareth James, Daniela Witten, Trevor Hastie and Robert Tibshirani
Available online: http://www-bcf.usc.edu/~gareth/ISL/

Additional material (probability lectures):

selected chapters from Computer Vision: Models, Learning, and Inference Simon J.D. Prince
available online at: http://www.computervisionmodels.com/

Handouts from the lectures will be made available under "Lectures" page.