mriley

I would also suggest Elements of Statistical Learning

Bishop's book is excellent.

I'll second this recommendation - I bought the printed copy, and I'm constantly going to it for reference.

I would recommend Tan's Introduction to Data Mining

As well as Duda, Hart, and Stork's Pattern Classification