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karpathy / nn-zero-to-hero

git clone https://github.com/karpathy/nn-zero-to-hero.git

A video course with Jupyter notebooks that builds neural networks and backpropagation from scratch, from basics to Transformer language models.

Why you might care

Suits developers with basic Python and high-school calculus who want to understand training internals by writing the code step by step. Each lecture pairs a YouTube video with notebooks and exercises, covering micrograd, makemore, MLPs, activations/BatchNorm, and more.

Categories

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3.6k
forks · 30 open issues

Star history (as recorded here)

2026-10-23 · 24,917 ★ 2026-10-24 · 24,922 ★
LanguageJupyter Notebook
LicenseMIT
Created2022-09-08 (4y ago)
Last push2y ago
Watchers388
OwnerUser

Seen on GitHub Trending

  • 2026-10-23 — #14 daily in jupyter-notebook · +10 ★

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README

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Blurb generated by claude-haiku-5-5 1d ago. Star deltas marked ~ are extrapolated from partial history.