SciML Open Source Scientific Machine Learning

Pinned

1. DifferentialEquations.jl Public

   Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components

   Julia 2.1k 173

2. ModelingToolkit.jl Public

   A modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physics-informed machine learning and automa…

   Julia 962 130

3. DiffEqFlux.jl Public

   Universal neural differential equations with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods

   Julia 661 124

4. diffeqpy Public

   Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization

   Python 355 28

5. diffeqr Public

   Solving differential equations in R using DifferentialEquations.jl and the SciML Scientific Machine Learning ecosystem

   R 117 11

6. SciMLTutorials.jl Public

   Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.

   CSS 610 117