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by zoogeny 1146 days ago
Andrej Karpathy's Zero to Hero video series [1] is a good middle ground. It isn't super low-level but it also isn't super high-level. I think seeing how the pieces actually fit together in a working project is valuable to get a real understanding.

After going through this series I can say I basically understand weights, tokens, back-propagation, layers, embeddings, etc.

1. https://karpathy.ai/zero-to-hero.html

2 comments

I'm working my way through that series now. He really is a good teacher -- I keep waiting for the inevitable "Next, draw the rest of the fucking owl" moment, but so far he does seem to be sticking to his commitment to a from-scratch approach.
When was this published? Is this an older tutorial by Karpathy?

Just curious, didn't see any date...

The first class is 8 months old and the latest one is 3 months old. If you click on the links, they'll direct you to YouTube videos.
On youtube you can. First video 8 months ago.