krosaen

Bishop's Pattern Recognition and Machine Learning

Some on this thread have recommended Norvig's PAIP

The Master Algorithm: made for a general audience, gives you a lay of the land

Python Machine Learning by Sebastian Raschka: gives you practical skills using python

“Linear Algebra for Everyone”

rocket surgery made easy is a good resource for this