Top 4 Python Autodiff Projects

uncertainties

1 528 6.5 Python

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

1 186 3.0 Python

Drop-in autodiff for NumPy.
InfluxDB

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SmallPebble

6 112 0.0 Python

Minimal deep learning library written from scratch in Python, using NumPy/CuPy.

Project mention: Fastest Autograd in the West | news.ycombinator.com | 2024-01-05

You can implement autograd as a library. Just take a look at this
https://github.com/sradc/SmallPebble
The first line of the description is:
  > SmallPebble is a minimal automatic differentiation and deep learning library written from scratch in Python, using NumPy/CuPy.

memoized_coduals

2 3 2.6 Python

Shows that it is possible to implement reverse mode autodiff using a variation on the dual numbers called the codual numbers

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).