SciML Open Source Scientific Machine Learning

Pinned

1. DifferentialEquations.jl

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

   Julia 1.9k 153

2. ModelingToolkit.jl

   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 787 96

3. DiffEqFlux.jl

   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 570 106

4. diffeqpy

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

   Python 309 22

5. diffeqr

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

   R 108 11

6. SciMLTutorials.jl

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

   CSS 505 99