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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 3.2k 256

  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 1.7k 275

  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 253

  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 928 163

  5. diffeqpy diffeqpy Public

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

    Python 616 54

  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 229 repositories
  • Corleone.jl Public

    Optimal Control meets Scientific Machine Learning

    SciML/Corleone.jl's past year of commit activity
    Julia 18 MIT 6 9 5 Updated Nov 12, 2026
  • FiniteElementMethod.jl Public

    SciML finite element discretizer: strong-form PDESystem on a mesh to array-form DAEProblem via Galerkin + Ferrite

    SciML/FiniteElementMethod.jl's past year of commit activity
    Julia 1 MIT 1 1 15 Updated Nov 12, 2026
  • ParallelParticleSwarms.jl Public

    GPU accelerated Particle Swarm Optimization

    SciML/ParallelParticleSwarms.jl's past year of commit activity
    Julia 31 MIT 4 10 4 Updated Nov 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 1,699 275 583 (2 issues need help) 159 Updated Nov 12, 2026
  • StructuralIdentifiability.jl Public

    Fast and automatic structural identifiability software for ODE systems

    SciML/StructuralIdentifiability.jl's past year of commit activity
    Julia 131 MIT 23 12 (1 issue needs help) 7 Updated Nov 12, 2026
  • ParameterizedFunctions.jl Public

    A simple domain-specific language (DSL) for defining differential equations for use in scientific machine learning (SciML) and other applications

    SciML/ParameterizedFunctions.jl's past year of commit activity
    Julia 79 15 1 0 Updated Nov 12, 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 4 1 Updated Nov 12, 2026
  • RecursiveArrayTools.jl Public

    Tools for easily handling objects like arrays of arrays and deeper nestings in scientific machine learning (SciML) and other applications

    SciML/RecursiveArrayTools.jl's past year of commit activity
    Julia 234 77 40 8 Updated Nov 12, 2026
  • SciML/SymbolicLimits.jl's past year of commit activity
    Julia 8 MIT 6 2 2 Updated Nov 12, 2026
  • HighDimPDE.jl Public

    A Julia package for Deep Backwards Stochastic Differential Equation (Deep BSDE) and Feynman-Kac methods to solve high-dimensional PDEs without the curse of dimensionality

    SciML/HighDimPDE.jl's past year of commit activity
    Julia 88 11 10 6 Updated Nov 12, 2026