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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 246

  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 243

  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 235

  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 913 157

  5. diffeqpy diffeqpy Public

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

    Python 593 52

  6. diffeqr diffeqr Public

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

    R 147 16

Repositories

Showing 10 of 203 repositories
  • SciML/ProcessSimulator.jl’s past year of commit activity
    Julia 37 MIT 7 4 4 Updated Mar 10, 2026
  • OrgMaintenanceScripts.jl Public

    A bunch of functions which are helpful for maintaining large Github organizations

    SciML/OrgMaintenanceScripts.jl’s past year of commit activity
    Julia 2 MIT 2 0 1 Updated Mar 10, 2026
  • BoundaryValueDiffEq.jl Public

    Boundary value problem (BVP) solvers for scientific machine learning (SciML)

    SciML/BoundaryValueDiffEq.jl’s past year of commit activity
    Julia 56 42 24 11 Updated Mar 10, 2026
  • LinearSolve.jl Public

    LinearSolve.jl: High-Performance Unified Interface for Linear Solvers in Julia. Easily switch between factorization and Krylov methods, add preconditioners, and all in one interface.

    SciML/LinearSolve.jl’s past year of commit activity
    Julia 280 87 63 (5 issues need help) 10 Updated Mar 10, 2026
  • SciMLStyle Public

    A style guide for stylish Julia developers

    SciML/SciMLStyle’s past year of commit activity
    Julia 234 MIT 18 5 0 Updated Mar 10, 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 19 4 0 Updated Mar 9, 2026
  • FiniteVolumeMethod1D.jl Public

    Implementation of the finite volume method in 1D.

    SciML/FiniteVolumeMethod1D.jl’s past year of commit activity
    Julia 6 MIT 2 1 2 Updated Mar 9, 2026
  • QuasiMonteCarlo.jl Public

    Lightweight and easy generation of quasi-Monte Carlo sequences with a ton of different methods on one API for easy parameter exploration in scientific machine learning (SciML)

    SciML/QuasiMonteCarlo.jl’s past year of commit activity
    Julia 120 MIT 26 15 0 Updated Mar 9, 2026
  • SciMLStructures.jl Public

    A structure interface for SciML to give queryable properties from user data and parameters

    SciML/SciMLStructures.jl’s past year of commit activity
    Julia 9 MIT 7 1 0 Updated Mar 9, 2026
  • CommonSolve.jl Public

    A common solve function for scientific machine learning (SciML) and beyond

    SciML/CommonSolve.jl’s past year of commit activity
    Julia 30 8 0 0 Updated Mar 9, 2026

Sponsors

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

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