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Seems like 'Deep Learning' [0] might suit for your first type of book. For the second type of book, may I suggest 'The Book of Why' by Judea Pearl. It isn't focused specifically on deep learning, but it is focused philosophical and cross disciplinary applications of statistical techniques.

disclaimer: I haven't really dug in to deep learning, so I'll wager there may be great resources I'm completely unaware of.

[0] 'Deep Learning, Ian Goodfellow and Yoshua Bengio and Aaron Courville, MIT Press, https://www.deeplearningbook.org/



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