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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 255

  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 272

  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 254

  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 928 162

  5. diffeqpy diffeqpy Public

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

    Python 615 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 228 repositories
  • PubChemReactions.jl Public

    Generation of reaction networks from PubChem data

    SciML/PubChemReactions.jl's past year of commit activity
    Julia 5 3 7 2 Updated Oct 30, 2026
  • SciML/CacheAwareConv.jl's past year of commit activity
    Julia 1 1 0 1 Updated Oct 30, 2026
  • PreallocationTools.jl Public

    Tools for building non-allocating pre-cached functions in Julia, allowing for GC-free usage of automatic differentiation in complex codes

    SciML/PreallocationTools.jl's past year of commit activity
    Julia 127 22 0 1 Updated Oct 30, 2026
  • SimpleNorm.jl Public

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

    SciML/SimpleNorm.jl's past year of commit activity
    Julia 2 MIT 1 0 0 Updated Oct 30, 2026
  • BaseModelica.jl Public

    Importers for the BaseModelica standard into the Julia ModelingToolkit ecosystem

    SciML/BaseModelica.jl's past year of commit activity
    Python 10 MIT 7 20 2 Updated Oct 29, 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 8 2 0 Updated Oct 29, 2026
  • Corleone.jl Public

    Optimal Control meets Scientific Machine Learning

    SciML/Corleone.jl's past year of commit activity
    Julia 17 MIT 6 14 11 Updated Oct 29, 2026
  • BlackBoxOptim.jl Public

    Black-box optimization for Julia

    SciML/BlackBoxOptim.jl's past year of commit activity
    Julia 465 62 40 10 Updated Oct 29, 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 78 15 1 1 Updated Oct 29, 2026
  • SymbolicIndexingInterface.jl Public

    A general interface for symbolic indexing of SciML objects used in conjunction with Domain-Specific Languages

    SciML/SymbolicIndexingInterface.jl's past year of commit activity
    Julia 20 MIT 9 13 10 Updated Oct 29, 2026