Ask HN: Which Mathematics books for ML?

I’m looking for IRL/hand-on mathematics books from beginner level to the most recent or advanced maths concepts in ML, basically some links or books that cover all the mathematics for ML including multi modal ML, CLIP, transformers, etc.

I like Oxford Mathematics introductions academic style but not exclusively.