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Some of the other books recommended here are more comprehensive, but I found Mitchell's book better at teaching concepts.

http://www.cs.cmu.edu/~tom/mlbook.html

Simple things, like actually spelling out the steps of a derivation vs. "Here's equation a, from which we trivially derive equation b" but it might take you a while to figure out the steps if you haven't done a lot of Calculus problems recently.

And Mitchell just seems really good at explaining things (having heard him speak in person a few times).



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