Skip to content
@SciML

SciML Open Source Scientific Machine Learning

Open source software for scientific machine learning

Twitter Badge LinkedIn Badge Youtube Badge

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?

Pinned Loading

  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 271

  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 929 162

  5. diffeqpy diffeqpy Public

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

    Python 613 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
  • MethodOfLines.jl Public

    Automatic Finite Difference PDE solving with Julia SciML

    SciML/MethodOfLines.jl's past year of commit activity
    Julia 212 MIT 42 93 16 Updated Oct 20, 2026
  • SciMLBenchmarks.jl Public

    Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R

    SciML/SciMLBenchmarks.jl's past year of commit activity
    Julia 346 MIT 115 15 26 Updated Oct 20, 2026
  • AudioPlugins.jl Public

    Headless hosting of CLAP and LV2 audio plugins from Julia, behind a C ABI of scalar doubles

    SciML/AudioPlugins.jl's past year of commit activity
    C 0 3 3 2 Updated Oct 19, 2026
  • NonlinearSolve.jl Public

    High-performance and differentiation-enabled nonlinear solvers (Newton methods), bracketed rootfinding (bisection, Falsi), with sparsity and Newton-Krylov support.

    SciML/NonlinearSolve.jl's past year of commit activity
    Julia 314 MIT 82 67 (4 issues need help) 54 Updated Oct 19, 2026
  • DataDrivenDiffEq.jl Public

    Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organization

    SciML/DataDrivenDiffEq.jl's past year of commit activity
    Julia 432 MIT 59 85 (5 issues need help) 6 Updated Oct 19, 2026
  • NeuralLyapunov.jl Public

    A library for searching for neural Lyapunov functions in Julia.

    SciML/NeuralLyapunov.jl's past year of commit activity
    Julia 6 3 4 3 Updated Oct 19, 2026
  • Sundials.jl Public

    Julia interface to Sundials, including a nonlinear solver (KINSOL), ODEs (CVODE and ARKODE), and DAEs (IDA)

    SciML/Sundials.jl's past year of commit activity
    Julia 216 BSD-2-Clause 78 23 4 Updated Oct 19, 2026
  • DiffEqBayes.jl Public

    Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning

    SciML/DiffEqBayes.jl's past year of commit activity
    Julia 126 28 16 1 Updated Oct 19, 2026
  • NBodySimulator.jl Public

    A differentiable simulator for scientific machine learning (SciML) with N-body problems, including astrophysical and molecular dynamics

    SciML/NBodySimulator.jl's past year of commit activity
    Julia 138 21 14 3 Updated Oct 19, 2026
  • MomentClosure.jl Public

    Tools to generate and study moment equations for any chemical reaction network using various moment closure approximations

    SciML/MomentClosure.jl's past year of commit activity
    Julia 51 MIT 7 2 1 Updated Oct 19, 2026