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The Top 42 Automatic Differentiation Open Source Projects

Categories > Machine Learning > Automatic Differentiation
Gorgonia ⭐ 3,957
Gorgonia is a library that helps facilitate machine learning in Go.
Tangent ⭐ 2,158
Source-to-Source Debuggable Derivatives in Pure Python
Zygote.jl ⭐ 960
Intimate Affection Auditor
Owl ⭐ 926
Owl - OCaml Scientific and Engineering Computing @ http://ocaml.xyz
Spago ⭐ 859
Self-contained Machine Learning and Natural Language Processing library in Go
Pennylane ⭐ 834
PennyLane is a cross-platform Python library for differentiable programming of quantum computers. Train a quantum computer the same way as a neural network.
Arraymancer ⭐ 809
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
Deeplearning.scala ⭐ 748
A simple library for creating complex neural networks
Autodiff ⭐ 669
automatic differentiation made easier for C++
Control Toolbox ⭐ 579
The Control Toolbox - An Open-Source C++ Library for Robotics, Optimal and Model Predictive Control
Math ⭐ 501
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.
Forwarddiff.jl ⭐ 479
Forward Mode Automatic Differentiation for Julia
Deepdarkfantasy ⭐ 463
A Programming Language for Deep Learning
Pinocchio ⭐ 455
A fast and flexible implementation of Rigid Body Dynamics algorithms and their analytical derivatives
Enzyme ⭐ 451
High-performance automatic differentiation of LLVM.
Kotlingrad ⭐ 394
Shape-Safe Symbolic Differentiation with Algebraic Data Types
Deep Learning From Scratch 3 ⭐ 388
『ゼロから作る Deep Learning ❸』(O'Reilly Japan, 2020)
Theano_lstm ⭐ 310
🔬 Nano size Theano LSTM module
Tensorlang ⭐ 302
Tensorlang, a differentiable programming language based on TensorFlow
Grassmann.jl ⭐ 297
⟨Leibniz-Grassmann-Clifford⟩ differential geometric algebra / multivector simplicial complex
Rust Autograd ⭐ 287
Tensors and differentiable operations (like TensorFlow) in Rust
Tullio.jl ⭐ 250
⅀
Aerosandbox ⭐ 205
Aircraft design optimization made fast through modern automatic differentiation. Plug-and-play analysis tools for aerodynamics, propulsion, structures, trajectory design, and much, much more.
Qml ⭐ 187
Introductions to key concepts in quantum machine learning, as well as tutorials and implementations from cutting-edge QML research.
Reversediff.jl ⭐ 184
Reverse Mode Automatic Differentiation for Julia
Mitgcm ⭐ 180
M.I.T General Circulation Model master code and documentation repository
Chainrules.jl ⭐ 170
forward and reverse mode automatic differentiation primitives for Julia Base + StdLibs
Aesara ⭐ 169
Aesara is a fork of the Theano library that is maintained by the PyMC developers. It was previously named Theano-PyMC.
Galacticoptim.jl ⭐ 165
Local, global, and beyond optimization for scientific machine learning (SciML)
Taylorseries.jl ⭐ 163
A julia package for Taylor polynomial expansions in one and several independent variables.
Backprop ⭐ 154
Heterogeneous automatic differentiation ("backpropagation") in Haskell
Autograd.jl ⭐ 148
Julia port of the Python autograd package.
Dcpp ⭐ 144
Automatic differentiation in C++; infinite differentiability of conditionals, loops, recursion and all things C++
Adcme.jl ⭐ 111
Automatic Differentiation Library for Computational and Mathematical Engineering
Enzyme.jl ⭐ 92
Julia bindings for the Enzyme automatic differentiator
Cppadcodegen ⭐ 79
Source Code Generation for Automatic Differentiation using Operator Overloading
Omeinsum.jl ⭐ 75
One More Einsum for Julia! With runtime order-specification and high-level adjoints for AD
Tensornetworkad.jl ⭐ 56
Algorithms that combine tensor network methods with automatic differentiation
Quantumflow Dev ⭐ 43
QuantumFlow: A Quantum Algorithms Development Toolkit
Qualia2.0 ⭐ 41
Qualia is a deep learning framework deeply integrated with automatic differentiation and dynamic graphing with CUDA acceleration. Qualia was built from scratch.
Jax Fenics Adjoint ⭐ 36
Differentiable interface to FEniCS/Firedrake for JAX using dolfin-adjoint/pyadjoint
Autoppl ⭐ 34
C++ template library for probabilistic programming
1-42 of 42 projects
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Applications 📦 192
Artificial Intelligence 📦 78
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Cloud Computing 📦 80
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Collaboration 📦 32
Command Line Interface 📦 49
Community 📦 83
Companies 📦 60
Compilers 📦 63
Computer Science 📦 80
Configuration Management 📦 42
Content Management 📦 175
Control Flow 📦 213
Data Formats 📦 78
Data Processing 📦 276
Data Storage 📦 135
Economics 📦 64
Frameworks 📦 215
Games 📦 129
Graphics 📦 110
Hardware 📦 152
Integrated Development Environments 📦 49
Learning Resources 📦 166
Legal 📦 29
Libraries 📦 129
Lists Of Projects 📦 22
Machine Learning 📦 347
Mapping 📦 64
Marketing 📦 15
Mathematics 📦 55
Media 📦 239
Messaging 📦 98
Networking 📦 315
Operating Systems 📦 89
Operations 📦 121
Package Managers 📦 55
Programming Languages 📦 245
Runtime Environments 📦 100
Science 📦 42
Security 📦 396
Social Media 📦 27
Software Architecture 📦 72
Software Development 📦 72
Software Performance 📦 58
Software Quality 📦 133
Text Editors 📦 49
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User Interface Components 📦 514
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