Featured Leanpub Book
Inside Large Language Models for absolute beginners: Volume I
Simple Arithmetic and beginning Python based approach
Most books about ChatGPT explain the magic. This one shows you the math. Inside Large Language Models, Volume I takes a curious beginner from "what is an LLM" to a complete, trained GPT, with nothing more than high-school algebra, a working laptop, and a willingness to read carefully. Every formula is walked through by hand. Every line of code comes with a plain-English explanation. By the end you will have built, trained, and run your own transformer from scratch, and you will know exactly what is happening inside.
No PhD or Data Science required. No prior machine learning needed. Just curiosity and a calculator.










































