You should start with "Introduction to Statistical Learning" which is the baby brother of "Elements of Statistics Learning" (arguably THE reference book) - it's easy to follow and has examples in R, a functional language.

Plus, it's free!

http://www-bcf.usc.edu/~gareth/ISL/