What might be good textbooks for the mathematics behind Machine Learning?

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I am currently studying Linear Algebra and I have taken Calculus 1, 2, and 3, as well as Differential Equations. Can someone please provide guidance on what material I should study next in order to continue developing my Machine Learning Skills? I am programming mainly in Python, and in R. I have a book on machine learning but it just glosses over the functions and calculating the gradient descent functions. Any help would be much appreciated.