Popular GitHub Repositories for Differentiation

WebGL-accelerated ML // linear algebra // automatic differentiation for JavaScript.

Gorgonia is a library that helps facilitate machine learning in Go.

TextGrad: Automatic ''Differentiation'' via Text -- using large language models to backpropagate textual gradients.

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.

Minkowski Engine is an auto-diff neural network library for high-dimensional sparse tensors

A library for differentiable nonlinear optimization

Self-contained Machine Learning and Natural Language Processing library in Go

High-performance automatic differentiation of LLVM and MLIR.

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

A simple library for creating complex neural networks

Optimal transport tools implemented with the JAX framework, to solve large scale matching problems of any flavor.

Tensors and differentiable operations (like TensorFlow) in Rust

Differentiable Fluid Dynamics Package

Surrogate modeling and optimization for scientific machine learning (SciML)

Betty: an automatic differentiation library for generalized meta-learning and multilevel optimization

Tensor network based quantum software framework for the NISQ era

:microscope: Nano size Theano LSTM module

Automatic Differentiation Library for Computational and Mathematical Engineering

Dynamic Neural Networks and Function Transformations in Python + Mojo

A deep learning framework created from scratch with Python and NumPy