Cool Machine Learning Books
I'd vouch for MacKay's book.  It is a real gem and it gives you many big picture insights, as well as specific computations.  Moreover, you can download the .tex sources and read the comments (including variants of some difficult paragraphs), there's a lot of snark in them!