I think I gave the wrong reference to the video by Andrej Karpathy that 
this project is based on. I think the correct reference is "Let's build 
GPT: from scratch, in code, spelled out."

If that is not correct, you might want to look at the 
link https://karpathy.ai/zero-to-hero.html (this webpage has links to a course 
by Andrej Karpathy on building neural networks, from scratch, in code.) The 
GitHub repository has the link https://github.com/karpathy/ng-video-lecture

Sorry that I don't remember which video from Andrej Karpathy that I based 
the project on.

"Deep Dive into LLMs like ChatGPT" is an amazing youtube video put out by 
Andrej Karpathy a few days ago (it is three and a half hours long). I think 
it has some concepts that might be useful for making AI work with Metamath.

Bill Hale
On Friday, February 7, 2025 at 9:33:03 AM UTC-6 David A. Wheeler wrote:

>
>
> > On Feb 6, 2025, at 9:29 PM, [email protected] <[email protected]> wrote:
> > 
> > I started a GitHub repository for an AI Generative Pretrained 
> Transformer model for Metamath. It is base on a youtube video by Andrej 
> Karpathy (Building makemore Part 2: MLP).
>
> Awesome! I've added a link to it from this page:
>
> https://github.com/metamath/set.mm/wiki/Automated-proving
>
> --- David A. Wheeler
>
>

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