From Math to RAG: A Structured GitHub Guide to AI Engineering

tom_doerr · x · 2026-08-13

A GitHub repository with over 1.3k stars is offering a structured, hands-on guide to AI engineering, designed to remove the guesswork from learning modern AI tools.

The project uses clean Jupyter Notebooks to take learners from first principles—covering mathematical fundamentals and PyTorch—through to building neural networks and understanding Transformers. It eventually progresses into practical implementations of RAG (Retrieval-Augmented Generation) pipelines and OCR (Optical Character Recognition) systems.

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