Building Large Language Models From Scratch — The Complete Engineer's Handbook
Building LLMs from Scratch — The Definitive Engineering Guide The Architect's Journal Special Edition · Vol. I Foundations of Generative AI A 31-Lecture Master Class · Annotated & Expanded Building LLMs from Scratch A definitive, lecture-by-lecture engineering walkthrough of how a Large Language Model is conceived, tokenized, pretrained, finetuned, evaluated, and deployed — distilled from a 31-lecture master class and rebuilt as a single self-contained reference. Series Building LLMs from Scratch Lectures 43 sessions · 8 parts Stack Python · PyTorch · NumPy Audience Engineers, researchers, students Core Models GPT-2 · 124M parameters Key Algorithms BPE · Self-Attention · Causal Masking · Cross-Entropy Training Phases Pretraining · Classification FT · Instruction FT Outcome A fully working text-generation & classification LLM Inside this Volume Eight parts, forty-three lectu...