I wrote a couple of these books (and published them as open access)

Here's my one on computation probability. The code and math here underlie "AI". It's the same fundamentals, and even code libraries (Jax, pytorch etc( https://bayesiancomputationbook.com/welcome.html

I also posted my more specific guidebook to the fundamentals of GenAI above. Hope both help