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Here is a list of top 16 machine learning books aimed at the data scientist (not what you asked but there is a short description with each book). These books are used by universities like Stanford, Caltech, MIT, Harvard, etc.

And just to make sure that you are aware of it, there are lots of opencourseware with lecture notes and videos.

Caltech/Yaser Abu-Mostafa book info + lecture video at https://work.caltech.edu/telecourse.html

Stanford/Andrew Ng for course info see http://cs229.stanford.edu/ for video lectures see https://www.coursera.org/learn/machine-learning




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