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Differentiable Programming from Scratch – Max Slater – Computer Graphics, Programming, and Math

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Properties

Type
Blogs
Status
待读
Domain
AI / ML
Category
深度学习、自动微分与实践
Source
thenumb.at
Vault note
library/articles/ai_ml/Differentiable-Programming-from-Scratch-–-Max-Slater-–-Computer-Graphics,-Progra-60a99cef858fcf6a.md

Summary

从微积分、优化和“对代码求导”讲起，比较数值微分、符号微分和自动微分，并用 forward mode、backward mode、dual numbers 等内容解释 differentiable programming。

Highlights

把机器学习、图形学、可微渲染和物理仿真中的自动微分共同基础讲清楚，适合补 autodiff 的直觉。

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