I'm starting this question to collect a list of good freely available textbooks that concentrate on some aspect of machine learning (rather than applications of ML -- these can go in separate questions). Good tutorials could be included as well, but I'd rather not have, say, slides that are a bit cryptic on their own. The Elements of Statistical Machine Learning is a great text covering most core
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