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There's a subreddit for locating more: https://www.reddit.com/r/mathbooks/

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This list's a couple years old, for machine learning, including basic lin.alg, prob/stats: https://www.reddit.com/r/MachineLearning/comments/1jeawf/mac...

Since then,

- Deep learning book by Goodfellow et al,http://www.deeplearningbook.org/ (the one by Michael Nielsen is good as well)

- Foundations, excellent text: http://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning... Shalev-Shwartz, Ben-David

- https://www.cs.cornell.edu/jeh/bookMay2015.pdf, Blum, Hopcroft, Kannan, probably an older version




Regarding the Blum, Hopcroft, Kannan book, this seems to be a more recent version: https://www.cs.cornell.edu/jeh/book.pdf




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