Top 13 Python Autograd Projects

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1. Pytorch

   1 384 87,979 10.0 Python

   Tensors and Dynamic neural networks in Python with strong GPU acceleration

   

   Project mention: torch.export() | dev.to | 2025-03-05

   GraphModule compiles every instruction into low-level ATen operations.

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3. ivy

   2 17 13,998 9.8 Python

   Convert Machine Learning Code Between Frameworks

   

4. pennylane

   3 4 2,534 9.9 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: List of free Quantum Toolkits | dev.to | 2024-12-10

   Penny Lane: https://pennylane.ai/

5. machine-learning-refined

   4 3 1,759 5.5 Python

   Master the fundamentals of machine learning, deep learning, and mathematical optimization by building key concepts and models from scratch using Python.

   

6. pytorch_sparse

   5 1 1,045 4.2 Python

   PyTorch Extension Library of Optimized Autograd Sparse Matrix Operations

   

7. norse

   6 6 713 6.0 Python

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

   

8. neograd

   7 2 236 0.0 Python

   A deep learning framework created from scratch with Python and NumPy

   

9. SaaSHub

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   SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

   

10. MyGrad

    8 1 203 7.5 Python

    Drop-in autodiff for NumPy.

    

11. ml-by-hand

    9 2 40 9.7 Python

    A deep learning library built from scratch with complex neural networks examples built on top for learning purposes.

    

    Project mention: Show HN: ML Library created by Python+NumPy (trains CNNs to a toy GPT-2) | news.ycombinator.com | 2025-02-11

12. yagrad

    10 1 26 4.1 Python

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

    

13. pytortto

    11 1 19 7.7 Python

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

    

14. shrimpgrad

    12 1 11 9.3 Python

    Yet another tensor library

    

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

15. slope-ad

    13 1 6 9.6 Python

    A small automatic differentiation engine, supporting higher-order derivatives

    

Python Autograd related posts

• torch.export()

  1 project | dev.to | 5 Mar 2025

• Show HN: ML Library created by Python+NumPy (trains CNNs to a toy GPT-2)

  1 project | news.ycombinator.com | 11 Feb 2025

• Decorator JITs: Python as a DSL

  10 projects | news.ycombinator.com | 3 Feb 2025

• PyTorch 2.6.0 Release

  1 project | news.ycombinator.com | 29 Jan 2025

• Responsible Innovation: Open Source Best Practices for Sustainable AI

  1 project | dev.to | 27 Jan 2025

• Golang Vs. Python Performance: Which Programming Language Is Better?

  2 projects | dev.to | 20 Jan 2025

• How to resolve the dlopen problem with Nvidia and PyTorch or Tensorflow inside a virtual env

  2 projects | dev.to | 19 Jan 2025
• A note from our sponsor - CodeRabbit
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