A roadmap to understand the theory behind LLMs

I wanted to kindly ask for resources for the theory of LLM models. I have a strong mathematical background but a weak understanding on the theoretical side of neural networks. I don't mind starting from the very basics (in fact, I would greatly appreciate a long self-contained approach!)

Thanks for the help!

basics deeplearning llm llm models llms mind networks neural networks resources roadmap theory understanding