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Deep Dive: LLMs, Transformers, and RAG

Series

Deep Dive: LLMs, Transformers, and RAG

A comprehensive series breaking down the mechanics of Large Language Models, Transformer architectures, and Retrieval-Augmented Generation (RAG). From understanding the core math behind Query, Key, and Value vectors to practical code implementations, this series bridges the gap between high-level theory and real-world engineering.

  1. How LLMs actually read

    For a long time, Iโ€™ve kept my learning and building in private. Today, Iโ€™m changing that. I will be sharing my deep dives into ๐—ง๐—ฟ๐—ฎ๐—ป๐˜€๐—ณ๐—ผ๐—ฟ๐—บ๐—ฒ๐—ฟ๐˜€, ๐—Ÿ๐—Ÿ๐—  ๐—”๐—ฟ๐—ฐ๐—ต๐—ถ๐˜๐—ฒ๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ, ๐—ฎ๐—ป๐—ฑ ๐—ฅ๐—”๐—š

    Apr 27, 20263 min read4
Deep Dive: LLMs, Transformers, and RAG