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centigrad: Micrograd, just a little bigger

After watching Andrej Karpathy's excellent micrograd YouTube video, I decided to give it a shot myself. The autograd engine is basically copied and extended with some more functions. The way I implemented the building blocks for the neural nets, resemble PyTorches API. This "deep learning framework" is hell of a lot slower than PyTorch, but it was a fun project to do.

Features

  • Computational graph visualization, kind of like Andrej did it in micrograd
  • Histogram plotting, just like Andrej did it in makemore
  • MNIST example (very very slow)
  • makemore example (very very very slow)

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