Top 11 Python Autograd Projects

Pytorch

348 79,328 10.0 Python

Tensors and Dynamic neural networks in Python with strong GPU acceleration

Project mention: Top 17 Fast-Growing Github Repo of 2024 | dev.to | 2024-06-14

PyTorch

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ivy

17 14,028 10.0 Python

The Unified AI Framework

Project mention: Keras 3.0 | news.ycombinator.com | 2023-11-28

See also https://github.com/unifyai/ivy which I have not tried but seems along the lines of what you are describing, working with all the major frameworks

pennylane

3 2,155 9.8 Python

PennyLane is a cross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry. Train a quantum computer the same way as a neural network.

Project mention: PennyLane: Python library for differentiable programming of quantum computers | news.ycombinator.com | 2024-05-07

machine_learning_refined

3 1,606 6.6 Python

Notes, examples, and Python demos for the 2nd edition of the textbook "Machine Learning Refined" (published by Cambridge University Press).
pytorch_sparse

1 967 5.1 Python

PyTorch Extension Library of Optimized Autograd Sparse Matrix Operations
norse

6 623 6.4 Python

Deep learning with spiking neural networks (SNNs) in PyTorch.
neograd

2 230 0.0 Python

A deep learning framework created from scratch with Python and NumPy
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MyGrad

1 186 3.6 Python

Drop-in autodiff for NumPy.
yagrad

1 25 4.1 Python

yet another scalar autograd engine - featuring complex numbers and fixed DAG

Project mention: Yagrad – 100 SLOC autograd engine with complex numbers and fixed DAG | news.ycombinator.com | 2024-03-17

pytortto

1 17 7.7 Python

deep learning from scratch. uses numpy/cupy, trains in GPU, follows pytorch API
shrimpgrad

1 6 8.9 Python

Yet another tensor library

Project mention: Shrimpgrad (Tinygrad for the Low IQ) | news.ycombinator.com | 2024-05-26

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).

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Index

What are some of the best open-source Autograd projects in Python? This list will help you:

	Project	Stars
1	Pytorch	79,328
2	ivy	14,028
3	pennylane	2,155
4	machine_learning_refined	1,606
5	pytorch_sparse	967
6	norse	623
7	neograd	230
8	MyGrad	186
9	yagrad	25
10	pytortto	17
11	shrimpgrad	6