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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 3k 244

  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 240

  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 232

  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 905 159

  5. diffeqpy diffeqpy Public

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

    Python 589 51

  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 199 repositories
  • SimpleNorm.jl Public

    Implementation of a norm function without LinearAlgebra.jl / BLAS / LAPACK

    SciML/SimpleNorm.jl’s past year of commit activity
    Julia 1 MIT 1 0 2 Updated Jan 12, 2026
  • 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 and automated transformations of differential equations

    SciML/ModelingToolkit.jl’s past year of commit activity
    Julia 1,594 240 447 (3 issues need help) 103 Updated Jan 12, 2026
  • DiffEqDocs.jl Public

    Documentation for the DiffEq differential equations and scientific machine learning (SciML) ecosystem

    SciML/DiffEqDocs.jl’s past year of commit activity
    Julia 318 253 20 3 Updated Jan 12, 2026
  • FiniteVolumeMethod.jl Public

    Solver for two-dimensional conservation equations using the finite volume method in Julia.

    SciML/FiniteVolumeMethod.jl’s past year of commit activity
    Julia 48 MIT 7 2 4 Updated Jan 12, 2026
  • Surrogates.jl Public

    Surrogate modeling and optimization for scientific machine learning (SciML)

    SciML/Surrogates.jl’s past year of commit activity
    Julia 362 76 30 3 Updated Jan 12, 2026
  • PubChem.jl Public
    SciML/PubChem.jl’s past year of commit activity
    Julia 11 MIT 5 0 1 Updated Jan 12, 2026
  • SteadyStateDiffEq.jl Public

    Solvers for steady states in scientific machine learning (SciML)

    SciML/SteadyStateDiffEq.jl’s past year of commit activity
    Julia 30 23 6 0 Updated Jan 12, 2026
  • DiffEqParamEstim.jl Public

    Easy scientific machine learning (SciML) parameter estimation with pre-built loss functions

    SciML/DiffEqParamEstim.jl’s past year of commit activity
    Julia 63 33 16 6 Updated Jan 12, 2026
  • ModelOrderReduction.jl Public

    High-level model-order reduction to automate the acceleration of large-scale simulations

    SciML/ModelOrderReduction.jl’s past year of commit activity
    Julia 42 MIT 6 20 8 Updated Jan 12, 2026
  • ReservoirComputing.jl Public

    Reservoir computing utilities for scientific machine learning (SciML)

    SciML/ReservoirComputing.jl’s past year of commit activity
    Julia 223 MIT 43 36 (5 issues need help) 2 Updated Jan 12, 2026