SciML Open Source Scientific Machine Learning

Open source software for scientific machine learning

Websites:Organization Website |Documentation

SciML Organization Stats:

SciML: Differentiable Modeling and Simulation Combined with Machine Learning

The SciML organization is a collection of tools for solving equations and modeling systemsdeveloped in the Julia programming language with bindings to other languages such as R andPython. The organization provides well-maintained tools which compose together as acoherent ecosystem. It has a coherent development principle, unified APIs over largecollections of equation solvers, pervasive differentiability and sensitivity analysis, andfeatures many of the highest performance and parallel implementations one can find.

Scientific Machine Learning (SciML) = Scientific Computing + Machine Learning

Where to Start?

Want to get started running some code? Check out theGetting Started tutorials.
What is SciML? Check out ourOverview.
Want to see some cool end-to-end examples? Check out theSciML Showcase.
Want to learn more about how SciML does scientific machine learning? Check out theSciML Book (from MIT's 18.337 graduate course).
Curious about our performance claims? Check outthe SciML Open Benchmarks.
Want to chat with someone? Check outour chat room andforums.
Want to see our code? Check outthe SciML Github organization.

PinnedLoading

DifferentialEquations.jlDifferentialEquations.jlPublic
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 243
ModelingToolkit.jlModelingToolkit.jlPublic
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 234
NeuralPDE.jlNeuralPDE.jlPublic
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
Julia 1.1k 226
DiffEqFlux.jlDiffEqFlux.jlPublic
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 900 161
diffeqpydiffeqpyPublic
Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization
Python 583 48
diffeqrdiffeqrPublic
Solving differential equations in R using DifferentialEquations.jl and the SciML Scientific Machine Learning ecosystem
R 147 16

Repositories

Showing 10 of 198 repositories

SteadyStateDiffEq.jl Public
Solvers for steady states in scientific machine learning (SciML)
SciML/SteadyStateDiffEq.jl’s past year of commit activity
Julia 30 22 6 3 UpdatedNov 6, 2025
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 1,564 234 429 (3 issues need help) 102 UpdatedNov 6, 2025
NeuralPDE.jl Public
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
SciML/NeuralPDE.jl’s past year of commit activity
Julia 1,134 226 108 (3 issues need help) 24 UpdatedNov 6, 2025
ModelingToolkitStandardLibrary.jl Public
A standard library of components to model the world and beyond
SciML/ModelingToolkitStandardLibrary.jl’s past year of commit activity
Julia 153MIT 46 40 19 UpdatedNov 6, 2025
MethodOfLines.jl Public
Automatic Finite Difference PDE solving with Julia SciML
SciML/MethodOfLines.jl’s past year of commit activity
Julia 190MIT 39 105 16 UpdatedNov 6, 2025
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 418MIT 60 80 (5 issues need help) 8 UpdatedNov 6, 2025
ModelingToolkitNeuralNets.jl Public
Symbolic-Numeric Neural DAEs and Universal Differential Equations for Automating Scientific Machine Learning (SciML)
SciML/ModelingToolkitNeuralNets.jl’s past year of commit activity
Julia 37MIT 7 5 2 UpdatedNov 6, 2025
CommonSolve.jl Public
A common solve function for scientific machine learning (SciML) and beyond
SciML/CommonSolve.jl’s past year of commit activity
Julia 26 8 1 0 UpdatedNov 6, 2025
SciMLLogging.jl Public
A logging system for SciML
SciML/SciMLLogging.jl’s past year of commit activity
Julia 8MIT 5 3 1 UpdatedNov 5, 2025
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
MATLAB 333MIT 101 20 60 UpdatedNov 6, 2025