SciML Open Source 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. 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. 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. Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation

    Julia 1.2k 234

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

    Python 593 52

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

    R 147 16

Repositories

Showing 10 of 202 repositories

  • SciML/BoundaryValueDiffEq.jl’s past year of commit activity

  • SciML/GlobalSensitivity.jl’s past year of commit activity

    Julia

    63

    MIT

    22 27 2

    Updated Mar 7, 2026

  • ReactionNetworkImporters.jl Public

    Julia Catalyst.jl importers for various reaction network file formats like BioNetGen and stoichiometry matrices

    SciML/ReactionNetworkImporters.jl’s past year of commit activity

    Julia

    27

    MIT

    9 10 7

    Updated Mar 7, 2026

  • SciML/FiniteVolumeMethod1D.jl’s past year of commit activity

    Julia

    6

    MIT

    2 1 1

    Updated Mar 6, 2026

  • Catalyst.jl Public

    Chemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPU-parallelized, and O(1) solvers in open source software.

    SciML/Catalyst.jl’s past year of commit activity

  • Optimization.jl Public

    Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in one simple, fast, and differentiable interface.

    SciML/Optimization.jl’s past year of commit activity

  • SciML/FindFirstFunctions.jl’s past year of commit activity

    Julia

    11

    MIT

    4 5 0

    Updated Mar 6, 2026

  • sciml.ai Public

    The SciML Scientific Machine Learning Software Organization Website

    SciML/sciml.ai’s past year of commit activity

    CSS

    74

    MIT

    64 7 1

    Updated Mar 6, 2026

  • OrdinaryDiffEq.jl Public

    High performance ordinary differential equation (ODE) and differential-algebraic equation (DAE) solvers, including neural ordinary differential equations (neural ODEs) and scientific machine learning (SciML)

    SciML/OrdinaryDiffEq.jl’s past year of commit activity

  • 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