Python Autograd

Open-source Python projects categorized as Autograd
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Topics: Machine Learning neural-network Deep Learning Numpy Python
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Top 10 Python Autograd Projects

  • Pytorch

    Tensors and Dynamic neural networks in Python with strong GPU acceleration

    • Project mention: PyTorch 2.3: User-Defined Triton Kernels, Tensor Parallelism in Distributed | news.ycombinator.com | 2024-05-10

  • ivy

    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

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  • pennylane

    PennyLane is a cross-platform Python library for differentiable programming of quantum computers. 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

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

  • pytorch_sparse

    PyTorch Extension Library of Optimized Autograd Sparse Matrix Operations

  • norse

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

  • neograd

    A deep learning framework created from scratch with Python and NumPy

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  • MyGrad

    Drop-in autodiff for NumPy.

  • yagrad

    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

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

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).

Python Autograd related posts

  • PyTorch 2.3: User-Defined Triton Kernels, Tensor Parallelism in Distributed

    1 project | news.ycombinator.com | 10 May 2024

  • Clasificador de imágenes con una red neuronal convolucional (CNN)

    2 projects | dev.to | 1 May 2024

  • penzai: JAX research toolkit for building, editing, and visualizing neural nets

    4 projects | news.ycombinator.com | 21 Apr 2024

  • Functions and operators for Dot and Matrix multiplication and Element-wise calculation in PyTorch

    1 project | dev.to | 21 Mar 2024

  • Building a GPT Model from the Ground Up!

    1 project | dev.to | 20 Mar 2024

  • Best AI Tools for Students Learning Development and Engineering

    2 projects | dev.to | 18 Mar 2024

  • PyTorch 2.2: FlashAttention-v2, AOTInductor

    1 project | news.ycombinator.com | 30 Jan 2024
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    www.saashub.com | 10 May 2024
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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 78,205
2 ivy 14,015
3 pennylane 2,124
4 machine_learning_refined 1,588
5 pytorch_sparse 957
6 norse 615
7 neograd 230
8 MyGrad 186
9 yagrad 25
10 pytortto 16

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