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Transformer Primitives

A visual explainer you can send to anyone. From zero math to understanding 'Attention Is All You Need,' one interactive module at a time. I have had a few conversations in the past year with non-technical folks (traditional finance types, consultants) who asked for a simple explainer on how GPTs work.

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  1. MathGPT

    math-gpt.org

    Create math animations for any question

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  2. less than 650 LOC trainable GPT only using NumPy

    github.com

    Absolute minimalistic implementation of a GPT-like transformer using only numpy (<650 lines).

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  3. Simply explain 20k concepts using GPT

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    I made a tool that autogenerates simple, high-level explanations of concepts and organizes them in a somewhat university course-like structure so that it's easier to see how things are structured.

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  4. GPT-2 implemented using graphics shaders

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    A browser-based, WebGL2 implementation of GPT-2 with transform block and attention matrix visualization

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  5. An interactive transformer “debugger” been working on in my free time

    github.com

    Visual Transformer Mechanistic Analysis Tool

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