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Implementing Automatic Differentiation in Pure Python
Автор: Crossing The Hellespont
Загружено: 18 мая 2025 г.
Просмотров: 151 просмотр
Описание:
A recording of me explaining and implementing automatic differentiation in pure Python. I start with some mathematics of forward and reverse mode autodiff and then implement interleaved forward mode autodiff. Then I explain how to use Dual Numbers and implement forward mode autodiff using Dual Numbers. Finally, I construct a computation graph and perform a topological sort to achieve reverse mode autodiff.
Accompanying blog post with resources and links to code: https://kyscg.github.io/2025/05/18/au...
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