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@SciML

SciML Open Source Scientific Machine Learning

Open source software for scientific machine learning

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Websites: Organization Website | Documentation

SciML Organization Stats: SciML Stars

SciML: Differentiable Modeling and Simulation Combined with Machine Learning

The SciML organization is a collection of tools for solving equations and modeling systems developed in the Julia programming language with bindings to other languages such as R and Python. The organization provides well-maintained tools which compose together as a coherent ecosystem. It has a coherent development principle, unified APIs over large collections of equation solvers, pervasive differentiability and sensitivity analysis, and features many of the highest performance and parallel implementations one can find.

Scientific Machine Learning (SciML) = Scientific Computing + Machine Learning

Where to Start?

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  1. DifferentialEquations.jl DifferentialEquations.jl Public

    Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equat…

    Julia 3.1k 248

  2. ModelingToolkit.jl ModelingToolkit.jl Public

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

    Julia 1.6k 250

  3. NeuralPDE.jl NeuralPDE.jl Public

    Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

    Julia 1.2k 241

  4. DiffEqFlux.jl DiffEqFlux.jl Public

    Pre-built implicit layer architectures with O(1) backprop, GPUs, and stiff+non-stiff DE solvers, demonstrating scientific machine learning (SciML) and physics-informed machine learning methods

    Julia 915 159

  5. diffeqpy diffeqpy Public

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

    Python 600 52

  6. diffeqr diffeqr Public

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

    R 148 16

Repositories

Showing 10 of 208 repositories
  • OrdinaryDiffEqOperatorSplitting.jl Public

    Toolbox to handle and solve split formulations of a wide variety of ODE and DAE problems.

    SciML/OrdinaryDiffEqOperatorSplitting.jl’s past year of commit activity
    Julia 5 MIT 5 8 4 Updated Apr 22, 2026
  • Optimization.jl Public

    Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in one simple, fast, and differentiable interface.

    SciML/Optimization.jl’s past year of commit activity
    Julia 825 MIT 99 109 16 Updated Apr 22, 2026
  • DiffEqGPU.jl Public

    GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine learning ecosystem

    SciML/DiffEqGPU.jl’s past year of commit activity
    Julia 319 MIT 40 30 (1 issue needs help) 4 Updated Apr 22, 2026
  • ODEInterfaceDiffEq.jl Public

    Adds the common API onto ODEInterface classic Fortran methods for the SciML Scientific Machine Learning organization

    SciML/ODEInterfaceDiffEq.jl’s past year of commit activity
    Julia 8 20 4 0 Updated Apr 22, 2026
  • DiffEqPhysics.jl Public

    A library for building differential equations arising from physical problems for physics-informed and scientific machine learning (SciML)

    SciML/DiffEqPhysics.jl’s past year of commit activity
    Julia 51 20 7 1 Updated Apr 22, 2026
  • deSolveDiffEq.jl Public

    Wrappers for calling the R deSolve differential equation solvers from Julia for scientific machine learning (SciML)

    SciML/deSolveDiffEq.jl’s past year of commit activity
    Julia 8 MIT 4 0 2 Updated Apr 22, 2026
  • NeuralPDE.jl Public

    Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

    SciML/NeuralPDE.jl’s past year of commit activity
    Julia 1,188 241 115 (3 issues need help) 22 Updated Apr 22, 2026
  • SimpleDiffEq.jl Public

    Simple differential equation solvers in native Julia for scientific machine learning (SciML)

    SciML/SimpleDiffEq.jl’s past year of commit activity
    Julia 24 13 3 2 Updated Apr 22, 2026
  • SciMLBase.jl Public

    The Base interface of the SciML ecosystem

    SciML/SciMLBase.jl’s past year of commit activity
    Julia 168 MIT 123 79 (2 issues need help) 32 Updated Apr 22, 2026
  • CatalystNetworkAnalysis.jl Public

    Network analysis algorithms for reaction networks modeled using Catalyst.jl

    SciML/CatalystNetworkAnalysis.jl’s past year of commit activity
    Julia 6 MIT 2 2 4 Updated Apr 22, 2026

Sponsors

  • @EduardoMartinezLopez
  • @aefarrell
  • @pthariensflame
  • @jqfeld
  • @visr
  • @LacraCorcodel
  • @owiecc

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