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The Top 42 Automatic Differentiation Open Source Projects

Categories > Machine Learning > Automatic Differentiation
Gorgonia ⭐ 4,121
Gorgonia is a library that helps facilitate machine learning in Go.
Tangent ⭐ 2,184
Source-to-Source Debuggable Derivatives in Pure Python
Zygote.jl ⭐ 1,025
Intimate Affection Auditor
Owl ⭐ 945
Owl - OCaml Scientific and Engineering Computing @ http://ocaml.xyz
Pennylane ⭐ 944
PennyLane is a cross-platform Python library for differentiable programming of quantum computers. Train a quantum computer the same way as a neural network.
Spago ⭐ 944
Self-contained Machine Learning and Natural Language Processing library in Go
Arraymancer ⭐ 849
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 ⭐ 753
A simple library for creating complex neural networks
Autodiff ⭐ 751
automatic differentiation made easier for C++
Control Toolbox ⭐ 661
The Control Toolbox - An Open-Source C++ Library for Robotics, Optimal and Model Predictive Control
Forwarddiff.jl ⭐ 539
Forward Mode Automatic Differentiation for Julia
Math ⭐ 525
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.
Enzyme ⭐ 507
High-performance automatic differentiation of LLVM.
Pinocchio ⭐ 505
A fast and flexible implementation of Rigid Body Dynamics algorithms and their analytical derivatives
Deepdarkfantasy ⭐ 464
A Programming Language for Deep Learning
Kotlingrad ⭐ 422
🧩 Shape-Safe Symbolic Differentiation with Algebraic Data Types
Deep Learning From Scratch 3 ⭐ 413
『ゼロから作る Deep Learning ❸』(O'Reilly Japan, 2020)
Tullio.jl ⭐ 314
⅀
Theano_lstm ⭐ 309
🔬 Nano size Theano LSTM module
Rust Autograd ⭐ 309
Tensors and differentiable operations (like TensorFlow) in Rust
Grassmann.jl ⭐ 308
⟨Leibniz-Grassmann-Clifford⟩ differential geometric algebra / multivector simplicial complex
Tensorlang ⭐ 303
Tensorlang, a differentiable programming language based on TensorFlow
Aesara ⭐ 254
Aesara is a Python library that allows one to define, optimize, and efficiently evaluate mathematical expressions involving multi-dimensional arrays.
Aerosandbox ⭐ 233
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 ⭐ 219
Introductions to key concepts in quantum machine learning, as well as tutorials and implementations from cutting-edge QML research.
Mitgcm ⭐ 198
M.I.T General Circulation Model master code and documentation repository
Reversediff.jl ⭐ 195
Reverse Mode Automatic Differentiation for Julia
Chainrules.jl ⭐ 194
forward and reverse mode automatic differentiation primitives for Julia Base + StdLibs
Galacticoptim.jl ⭐ 194
Local, global, and beyond optimization for scientific machine learning (SciML)
Taylorseries.jl ⭐ 187
A julia package for Taylor polynomial expansions in one and several independent variables.
Backprop ⭐ 155
Heterogeneous automatic differentiation ("backpropagation") in Haskell
Autograd.jl ⭐ 149
Julia port of the Python autograd package.
Adcme.jl ⭐ 147
Automatic Differentiation Library for Computational and Mathematical Engineering
Dcpp ⭐ 144
Automatic differentiation in C++; infinite differentiability of conditionals, loops, recursion and all things C++
Enzyme.jl ⭐ 104
Julia bindings for the Enzyme automatic differentiator
Cppadcodegen ⭐ 90
Source Code Generation for Automatic Differentiation using Operator Overloading
Omeinsum.jl ⭐ 85
One More Einsum for Julia! With runtime order-specification and high-level adjoints for AD
Tensornetworkad.jl ⭐ 57
Algorithms that combine tensor network methods with automatic differentiation
Quantumflow Dev ⭐ 44
QuantumFlow: A Quantum Algorithms Development Toolkit
Qualia2.0 ⭐ 42
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 ⭐ 39
Differentiable interface to FEniCS/Firedrake for JAX using dolfin-adjoint/pyadjoint
Autoppl ⭐ 37
C++ template library for probabilistic programming
1-42 of 42 projects
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Application Programming Interfaces 📦 124
Applications 📦 192
Artificial Intelligence 📦 78
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Cloud Computing 📦 80
Code Quality 📦 28
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
Text Processing 📦 136
User Interface 📦 330
User Interface Components 📦 514
Version Control 📦 30
Virtualization 📦 71
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