Prerequisites for Elements of Statistical Learning
The authors of Elements of Statistical Learning have come out with a new book (Aug 2013) aimed at users without heavy math backgrounds. 

An Introduction to Statistical Learning: with Applications in R

Download from here: http://faculty.marshall.usc.edu/gareth-james/