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Autodifferentiation Python Packages

Python packages with the GitHub topic autodifferentiation. Sorted by relevance, with stars and monthly downloads.
lmfit
uncertainties

Transparent calculations with uncertainties on the quantities involved (aka "error propagation"); calculation of derivatives.

2.9M 671 86
oberbichler
hyperjet

Algorithmic differentiation with hyper-dual numbers in C++ and Python

4K 17 4
rsokl
mygrad

Drop-in autodiff for NumPy.

1K 217 23
oberbichler
hypergraph

Reversed mode second order automatic differentiation for python (WIP)

1K 4 0
bpesquet
pyfit

A minimalist neural networks library built on a tiny autograd engine

501 21 3
duaasiraj
nanograd-lite

Automatic differentiation engine built from scratch using only numpy with computational graphs and backpropagation.

442 1 0
GalacticDynamics
jaxmore

There's more to JAX.

442 9 2
GalacticDynamics
jax-bounded-while

There's more to JAX.

242 9 2
artificial-scientist-lab
xlumina

XLuminA: An Auto-differentiating Discovery Framework for Super-Resolution Microscopy

170 59 11
shenxiangzhuang
toydl

ToyDL: Deep Learning from Scratch

168 1 1
metabolize
metabochumpy

Active fork of Matt Loper's autodifferentiation framework

158 4 2
cs107-zapn
zapnad

zapnAD: An auto-differentiation package.

114 0 1
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