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Learn Neural Networks with Andrej Karpathy

briansigafoos.com · published 22 November 2022

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https://twitter.com/Karpathy
twitter.com
https://www.youtube.com/playlist?list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ
youtube.com
https://www.youtube.com/watch?v=VMj-3S1tku0&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ
youtube.com
https://www.youtube.com/watch?v=PaCmpygFfXo&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ
youtube.com
https://www.youtube.com/watch?v=TCH_1BHY58I&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ
youtube.com
https://www.youtube.com/watch?v=P6sfmUTpUmc&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ
youtube.com
https://www.youtube.com/watch?v=q8SA3rM6ckI&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ
youtube.com
https://www.youtube.com/watch?v=t3YJ5hKiMQ0&list=PLAqhIrjkxbuWI23v9cThsA9GvCAUhRvKZ
youtube.com
https://www.youtube.com/watch?v=kCc8FmEb1nY
youtube.com
https://github.com/karpathy/micrograd
github.com
https://github.com/karpathy/makemore
github.com
https://github.com/karpathy/nn-zero-to-hero
github.com
https://github.com/karpathy/nanoGPT
github.com
https://github.com/karpathy/ng-video-lecture
github.com
https://en.wikipedia.org/wiki/Neural_network
en.wikipedia.org
https://github.com/pyenv/pyenv-installer
github.com
https://marketplace.visualstudio.com/items?itemName=ms-python.python
marketplace.visualstudio.com
https://github.com/BrianSigafoos/micrograd/blob/master/micrograd_youtube1.ipynb
github.com
https://github.com/Anri-Lombard/micrograd/tree/main/Lectures
github.com
https://x.com/karpathy/status/1013244313327681536?ref_src=twsrc%5Etfw
x.com
https://pytorch.org/docs/stable/notes/broadcasting.html?highlight=broadcasting
pytorch.org
https://www.jmlr.org/papers/volume3/bengio03a/bengio03a.pdf
jmlr.org
https://youtu.be/TCH_1BHY58I?t=2798
youtu.be
https://pytorch.org/docs/stable/nn.init.html
pytorch.org
https://pytorch.org/docs/stable/generated/torch.nn.Linear.html
pytorch.org
https://pytorch.org/docs/stable/generated/torch.nn.BatchNorm1d.html
pytorch.org
https://pytorch.org/docs/stable/generated/torch.nn.Tanh.html
pytorch.org
https://github.com/BrianSigafoos/makemore/blob/4d51f23df80f6757809884a9d2e2888c835507f4/makemore_part3_bn.ipynb
github.com
https://colab.research.google.com/drive/1WV2oi2fh9XXyldh02wupFQX0wh5ZC-z-?usp=sharing
colab.research.google.com
https://arxiv.org/abs/1609.03499
arxiv.org
https://github.com/google/sentencepiece
github.com
https://github.com/openai/tiktoken
github.com
https://colab.research.google.com/drive/1JMLa53HDuA-i7ZBmqV7ZnA3c_fvtXnx-?usp=sharing
colab.research.google.com
https://dl.acm.org/doi/abs/10.5555/2627435.2670313
dl.acm.org
https://pytorch.org/docs/stable/torch.html
pytorch.org
https://pytorch.org/docs/stable/tensor_view.html
pytorch.org
https://pytorch.org/docs/stable/generated/torch.nn.functional.cross_entropy.html?highlight=cross_entropy
pytorch.org
Yes you should understand backprop Read at the source ↗
karpathy.medium.com
https://www.youtube.com/playlist?list=PLkt2uSq6rBVctENoVBg1TpCC7OQi31AlC
youtube.com
Software Engineering Toolbox Read at the source ↗
briansigafoos.com
https://github.com/Anri-Lombard/micrograd
github.com
https://github.com/Anri-Lombard/makemore
github.com