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I have a PhD in math and even I had a lot of trouble with math to code when I first started in DS, but I think mostly due to my lack of coding experience. Check out https://paperswithcode.com/. It should be a good first step. I have another resource I’m not able to find right now which is much more detailed. It points to specific places in the code that corresponds to the corresponding equations/concepts in the paper. I’ll update this one I find it!
This is pretty useful too if transformers are your thing: https://nlp.seas.harvard.edu/2018/04/03/attention.html
Usually when I just search “X from scratch”, one of the first few links gets the job done.
If this is still too much, search for the YouTube playlist from Python Engineer called “Machine Learning From Scratch In Python”. That should help fill in the gaps.
Good luck!