Some Things you should be reading

An Intro to Statistical Learning has become my favorite statistical learning book.  It was written by two Masters in the field and others. You don't often see such brilliance and clarity in a book.

A Few Useful Things to Know about Machine Learning  is a really good paper you should look at if you're interested in the field of Data Science 

Some Practical Machine Learning tricks is a summary of some tips and trick to always keep in mind when working on machine learning problems

A collection of videos on different Machine Learning topics from Caltech