You say you have no experience with deep learning. Start by learning about "traditional" deep learning models, then move on to LLMs. Learning LLMs before deep learning is like learning algebra before addition.

"Deep Learning with Python, Second Edition" by Google's François Chollet is a pretty good intro, and also touches on LLMs / generative models towards the end.