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How I Built a Deep Learning Library from Scratch Using Only Python, NumPy & Math

henrypan.com · published 6 February 2025

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https://github.com/workofart/ml-by-hand/blob/main/examples/gpt_2.py
github.com
https://github.com/karpathy/micrograd
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https://en.wikipedia.org/wiki/Automatic_differentiation
en.wikipedia.org
https://github.com/search?q=repo%3Aworkofart%2Fml-by-hand%20paper&type=code
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https://github.com/cupy/cupy
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https://github.com/workofart/ml-by-hand/blob/3cf1d45ec2c451af58da2d2b839b1c17fdc0cb9d/autograd/tensor.py
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https://numpy.org/doc/stable/user/basics.broadcasting.html
numpy.org
https://www.geeksforgeeks.org/postorder-traversal-of-binary-tree/
geeksforgeeks.org
https://github.com/workofart/ml-by-hand/blob/cc28b82bd6b515d2492d00b316d2f79937c1e113/autograd/tensor.py
github.com
https://github.com/workofart/ml-by-hand/blob/3cf1d45ec2c451af58da2d2b839b1c17fdc0cb9d/autograd/nn.py
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https://github.com/workofart/ml-by-hand/blob/main/autograd/tensor.py
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https://arxiv.org/abs/1706.03762
arxiv.org
https://github.com/workofart/ml-by-hand/blob/main/autograd/functional.py
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https://github.com/workofart/ml-by-hand/blob/main/autograd/optim.py
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https://github.com/workofart/ml-by-hand/pull/18/files
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https://ml-by-hand.readthedocs.io/en/latest/
ml-by-hand.readthedocs.io
https://github.com/workofart/ml-by-hand/tree/main/examples
github.com