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For going all in, https://ocw.mit.edu/courses/mathematics/18-657-mathematics-o...

But a good number of people that are doing work haven't taken real analysis, or it's been awhile and so you should be current on multivariable and vector calculus. Calculus of variations shows up from time to time.

For math reviews, look at the following (there's others if you want more refs, ping me):

http://www.deeplearningbook.org/

https://metacademy.org/roadmaps/

http://www.cs.huji.ac.il/~shais/UnderstandingMachineLearning...



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