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10BC0 GitHub - MK2112/nn-zero-to-hero-notes: Jupyter Notebook notes on Andrej Karpathy's videos and the tutorial series, "Neural Networks: Zero to Hero."
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Notes - Neural Networks: Zero to Hero

Andrej's GitHub Repository
Andrej's YouTube
Eureka Labs Discord

Jupyter Notebooks and Markdown files with detailed notes on Andrej Karpathy's tutorial series "Neural Networks: Zero to Hero", talks and general audience videos. The notes provide an additional overview and documentation of the concepts and techniques covered in the videos.

Zero to Hero Tutorial Series

Video Notes
The spelled-out intro to neural networks and backpropagation: building micrograd N001 - Building Micrograd
The spelled-out intro to language modeling: building makemore N002 - Makemore 1
Building makemore Part 2: MLP N003 - Makemore 2 - MLP
Building makemore Part 3: Activations & Gradients, BatchNorm N004 - Makemore 3 - Activations, BatchNorm
Building makemore Part 4: Becoming a Backprop Ninja N005 - Makemore 4 - Becoming a Backprop Ninja
Building makemore Part 5: Building a WaveNet N006 - Makemore 5 - WaveNet
Let's build GPT: from scratch, in code, spelled out. N007 - GPT From Scratch
Let's build the GPT Tokenizer N008 - GPT Tokenizer
Let's reproduce GPT-2 (124M) N009 - Reproducing GPT-2

General

Video Notes
Deep Dive into LLMs like ChatGPT G001 - Deep Dive into LLMs like ChatGPT
How I use LLMs G002 - How I Use LLMs

Talks

Video Notes
State of GPT | BRK216HFS T001 - State of GPT
[1hr Talk] Intro to Large Language Models T002 - Intro to LLMs - Director's Cut
YCombinator - Andrej Karpathy: Software Is Changing (Again) T003 - Software in the era of AI

Getting Started

  1. Clone this repository using the following command:
git clone https://github.com/MK2112/nn-zero-to-hero-notes.git
  1. Navigate to the repository, make sure to run pip install -r requirements.txt.
  2. Launch Jupyter Notebook by running this command:
jupyter notebook
  1. Within Jupyter, navigate to the repository and open the desired notebook.

The general notes and the talks notes are written in Markdown instead of Jupyter Notebooks. Markdown notes can be viewed on GitHub just the same. For a best offline experience with Markdown, I suggest using Obsidian.

Contributions

Contributions are welcome and encouraged. If you find any errors, have suggestions for improvements, or want to add to the materials, please submit a pull request.

Acknowledgments

Thank you Andrej Karpathy for creating and sharing the "Neural Networks: Zero to Hero" tutorial series.
Find more of Andrej's work on his GitHub and 𝕏/Twitter.

License

MIT. Please attribute the original content to Andrej Karpathy and provide links to the tutorial series, the videos and this repository. This repository is not affiliated with Andrej Karpathy or any of his official channels.

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Jupyter Notebook notes on Andrej Karpathy's videos and the tutorial series, "Neural Networks: Zero to Hero."

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