An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics) Hardcover – August 12, 2013

This is a great book if you want to learn the basics of statistical analysis and how to apply these methods in R. If you're an absolute beginner then you might get a little confused, but it's all written in simple terms and does a good job of avoiding unnecessary terminology.