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The Top 23 Automatic Differentiation Open Source Projects

Open source projects categorized as Automatic Differentiation
Categories > Machine Learning > Automatic Differentiation
Ggml ⭐ 8,676
Tensor library for machine learning
most recent commit 3 months ago
Gorgonia ⭐ 5,330
Gorgonia is a library that helps facilitate machine learning in Go.
dependent packages 39total releases 53most recent commit 23 days ago
Mindspore ⭐ 3,915
MindSpore is a new open source deep learning training/inference framework that could be used for mobile, edge and cloud scenarios.
most recent commit 3 months ago
Tangent ⭐ 2,066
Source-to-Source Debuggable Derivatives in Pure Python
total releases 10most recent commit 4 years ago
Pennylane ⭐ 2,022
PennyLane is a cross-platform Python library for differentiable programming of quantum computers. Train a quantum computer the same way as a neural network.
dependent packages 54total releases 46most recent commit 3 months agopypi PennyLane} Downloads
Spago ⭐ 1,691
Self-contained Machine Learning and Natural Language Processing library in Go
dependent packages 9total releases 35most recent commit 3 months ago
Autodiff ⭐ 1,454
automatic differentiation made easier for C++
dependent packages 1total releases 25most recent commit 3 months ago
Zygote.jl ⭐ 1,415
21st century AD
most recent commit 3 months ago
Pinocchio ⭐ 1,331
A fast and flexible implementation of Rigid Body Dynamics algorithms and their analytical derivatives
dependent packages 16total releases 15most recent commit 3 months agopypi pin} Downloads
Effectivepytorch ⭐ 1,321
PyTorch tutorials and best practices.
most recent commit 2 years ago
Owl ⭐ 1,178
Owl - OCaml Scientific Computing @ https://ocaml.xyz
most recent commit 15 days ago
Arraymancer ⭐ 1,177
A fast, ergonomic and portable tensor library in Nim with a deep learning focus for CPU, GPU and embedded devices via OpenMP, Cuda and OpenCL backends
most recent commit 3 months ago
Enzyme ⭐ 1,142
High-performance automatic differentiation of LLVM and MLIR.
most recent commit 25 days ago
Aesara ⭐ 1,122
Aesara is a Python library for defining, optimizing, and efficiently evaluating mathematical expressions involving multi-dimensional arrays.
dependent packages 16total releases 74most recent commit 4 months agopypi aesara} Downloads
Control Toolbox ⭐ 838
The Control Toolbox - An Open-Source C++ Library for Robotics, Optimal and Model Predictive Control
most recent commit 2 years ago
Forwarddiff.jl ⭐ 833
Forward Mode Automatic Differentiation for Julia
most recent commit 4 months ago
Deeplearning.scala ⭐ 759
A simple library for creating complex neural networks
dependent packages 9total releases 15most recent commit 2 years ago
Optim ⭐ 726
OptimLib: a lightweight C++ library of numerical optimization methods for nonlinear functions
most recent commit 3 months ago
Math ⭐ 700
The Stan Math Library is a C++ template library for automatic differentiation of any order using forward, reverse, and mixed modes. It includes a range of built-in functions for probabilistic modeling, linear algebra, and equation solving.
most recent commit 3 months ago
Pymanopt ⭐ 668
Python toolbox for optimization on Riemannian manifolds with support for automatic differentiation
most recent commit 4 months ago
Optimization.jl ⭐ 625
Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in one simple, fast, and differentiable interface.
most recent commit 3 months ago
Aerosandbox ⭐ 573
Aircraft design optimization made fast through modern automatic differentiation. Composable analysis tools for aerodynamics, propulsion, structures, trajectory design, and much more.
dependent packages 1total releases 161most recent commit 4 months agopypi AeroSandbox} Downloads
Tullio.jl ⭐ 559
⅀
most recent commit 6 months ago
The 10 Most Depended On Automatic Differentiation Open Source Projects
Gorgonia ⭐ 5,330
Gorgonia is a library that helps facilitate machine learning in Go.
dependent packages 39total releases 53latest release October 13, 2023most recent commit 23 days ago
Pinocchio ⭐ 1,331
A fast and flexible implementation of Rigid Body Dynamics algorithms and their analytical derivatives
dependent packages 16total releases 15latest release November 28, 2023most recent commit 3 months agopypi pin} Downloads
Deeplearning.scala ⭐ 759
A simple library for creating complex neural networks
dependent packages 9total releases 15latest release May 24, 2018most recent commit 2 years ago
Spago ⭐ 1,691
Self-contained Machine Learning and Natural Language Processing library in Go
dependent packages 9total releases 35latest release October 30, 2023most recent commit 3 months ago
Num Dual ⭐ 39
Generalized (hyper-) dual numbers in rust
dependent packages 8total releases 14latest release October 20, 2023most recent commit 6 months agocargo num-dual} Downloads
Ott ⭐ 417
Optimal Transport tools implemented with the JAX framework, to get auto-diff, parallel and jit-able computations.
dependent packages 5total releases 40latest release September 08, 2023most recent commit 3 months agopypi ott-jax} Downloads
Ad.js ⭐ 32
Automatic-Differentiation in js
dependent packages 3total releases 12latest release July 06, 2015most recent commit 8 years agonpm ad.js} Downloads
The 10 Latest Releases In Automatic Differentiation Open Source Projects
Pinocchio ⭐ 1,331
A fast and flexible implementation of Rigid Body Dynamics algorithms and their analytical derivatives
dependent packages 16total releases 15latest release November 28, 2023most recent commit 3 months agopypi pin} Downloads
Jax_fdm ⭐ 74
Auto-differentiable and hardware-accelerated force density method
total releases 20latest release November 23, 2023most recent commit 5 months ago
Torchopt ⭐ 460
TorchOpt is an efficient library for differentiable optimization built upon PyTorch.
dependent packages 2total releases 14latest release November 10, 2023most recent commit 4 months agopypi torchopt} Downloads
Catalyst ⭐ 75
A JIT compiler for hybrid quantum programs in PennyLane
total releases 8latest release November 08, 2023most recent commit 3 months ago
Spago ⭐ 1,691
Self-contained Machine Learning and Natural Language Processing library in Go
dependent packages 9total releases 35latest release October 30, 2023most recent commit 3 months ago
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