SciML Open Source Scientific Machine Learning

All

180 repositories

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
computer-algebra optimization symbolic dde ordinary-differential-equations sde pde dae stochastic-differential-equations delay-differential-equations
Julia
•
Other
•210•1.4k•313•63•Updated Dec 25, 2024Dec 25, 2024
SurrogatesBase.jl
Public
Basically just a surrogate in disguise
Julia
•
MIT License
•3•4•0•0•Updated Dec 24, 2024Dec 24, 2024
SymbolicIndexingInterface.jl
Public
A general interface for symbolic indexing of SciML objects used in conjunction with Domain-Specific Languages
dsl indexing symbolic domain-specific-language symbolic-computation scientific-machine-learning sciml high-level-interfaces acausal-modeling
Julia
•
MIT License
•8•15•10•10•Updated Dec 24, 2024Dec 24, 2024
SciMLBase.jl
Public
The Base interface of the SciML ecosystem
julia ode dde ordinary-differential-equations differentialequations sde dae scientific-machine-learning sciml
Julia
•
MIT License
•104•142•62•33•Updated Dec 23, 2024Dec 23, 2024
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)
high-performance ordinary-differential-equations adaptive differentialequations event-handling hacktoberfest julia ode differential-equations scientific-machine-learning
Julia
•
Other
•214•571•304•43•Updated Dec 23, 2024Dec 23, 2024
QuasiMonteCarlo.jl
Public
Lightweight and easy generation of quasi-Monte Carlo sequences with a ton of different methods on one API for easy parameter exploration in scientific machine learning (SciML)
parameter-estimation quasi-monte-carlo physics-informed-learning julia scientific-machine-learning sciml
Julia
•
MIT License
•26•105•16•0•Updated Dec 22, 2024Dec 22, 2024
DataInterpolations.jl
Public
A library of data interpolation and smoothing functions
Julia
•
MIT License
•46•237•22•4•Updated Dec 22, 2024Dec 22, 2024
ComponentArrays.jl
Public
Arrays with arbitrarily nested named components.
machine-learning simulation optimization julia modeling array controls neural-networks arrays dynamical-systems
Julia
•
MIT License
•35•300•68•11•Updated Dec 22, 2024Dec 22, 2024
ReactionNetworkImporters.jl
Public
Julia Catalyst.jl importers for various reaction network file formats like BioNetGen and stoichiometry matrices
biology chemical-kinetics differential-equations chemical-reactions gillespie-algorithm julia
Julia
•
MIT License
•9•27•8•0•Updated Dec 22, 2024Dec 22, 2024
BoundaryValueDiffEq.jl
Public
Boundary value problem (BVP) solvers for scientific machine learning (SciML)
gpu bvp neural-ode scientific-machine-learning neural-differential-equations neural-bvp sciml differential-equations differentialequations
Julia
•
Other
•36•45•23•9•Updated Dec 22, 2024Dec 22, 2024
StructuralIdentifiability.jl
Public
Fast and automatic structural identifiability software for ODE systems
parameter-estimation differentialequations structural-identifiability julia
Julia
•
MIT License
•17•113•9•4•Updated Dec 21, 2024Dec 21, 2024
RuntimeGeneratedFunctions.jl
Public
Functions generated at runtime without world-age issues or overhead
julia
Julia
•
MIT License
•14•101•14•0•Updated Dec 21, 2024Dec 21, 2024
PoissonRandom.jl
Public
Fast Poisson Random Numbers in pure Julia for scientific machine learning (SciML)
high-performance-computing poisson poisson-distribution poisson-processes scientific-machine-learning sciml tau-leaping julia
Julia
•
Other
•6•16•1•0•Updated Dec 21, 2024Dec 21, 2024
EllipsisNotation.jl
Public
Julia-based implementation of ellipsis array indexing notation `..`
arrays julia julia-language julialang
Julia
•
Other
•14•90•2•0•Updated Dec 21, 2024Dec 21, 2024
GlobalSensitivity.jl
Public
Robust, Fast, and Parallel Global Sensitivity Analysis (GSA) in Julia
ode morris-method ordinary-differential-equations sensitivity-analysis global-sensitivity-analysis gsa sobol-method efast julia julia-language
Julia
•
MIT License
•20•52•23•3•Updated Dec 21, 2024Dec 21, 2024
SciMLBenchmarksOutput
Public
SciML-Bench Benchmarks for Scientific Machine Learning (SciML), Physics-Informed Machine Learning (PIML), and Scientific AI Performance
python performance r neural-network gpu julia matlab pytorch benchmarks differential-equations
HTML
•
MIT License
•4•18•0•1•Updated Dec 21, 2024Dec 21, 2024
SciMLBenchmarks.jl
Public
Scientific machine learning (SciML) benchmarks, AI for science, and (differential) equation solvers. Covers Julia, Python (PyTorch, Jax), MATLAB, R
python benchmark ai julia matlab pytorch ode partial-differential-equations differential-equations differentialequations
MATLAB
•
MIT License
•85•320•35•76•Updated Dec 21, 2024Dec 21, 2024
diffeqpy
Public
Solving differential equations in Python using DifferentialEquations.jl and the SciML Scientific Machine Learning organization
dde ordinary-differential-equations sde dae stochastic-differential-equations scientific-machine-learning sciml ode differential-equations numba
Python
•
MIT License
•43•545•10•0•Updated Dec 20, 2024Dec 20, 2024
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.
simulation biology dsl julia systems-biology ode reaction-network differential-equations sde chemical-reactions
Julia
•
Other
•78•466•94•18•Updated Dec 20, 2024Dec 20, 2024
FindFirstFunctions.jl
Public
Faster `findfirst(==(val), dense_vector)`.
Julia
•
MIT License
•3•8•3•0•Updated Dec 20, 2024Dec 20, 2024
CellMLToolkit.jl
Public
CellMLToolkit.jl is a Julia library that connects CellML models to the Scientific Julia ecosystem.
systems-biology physiology cellml julia ode differential-equations scientific-machine-learning sciml
Julia
•
Other
•16•62•9•2•Updated Dec 20, 2024Dec 20, 2024
NeuralOperators.jl
Public
DeepONets, (Fourier) Neural Operators, Physics-Informed Neural Operators, and more in Julia
Julia
•
MIT License
•5•15•7•4•Updated Dec 20, 2024Dec 20, 2024
PreallocationTools.jl
Public
Tools for building non-allocating pre-cached functions in Julia, allowing for GC-free usage of automatic differentiation in complex codes
automatic-differentiation garbage-collection high-performance-computing differentiable-programming
Julia
•
Other
•14•114•3•0•Updated Dec 20, 2024Dec 20, 2024
DiffEqParamEstim.jl
Public
Easy scientific machine learning (SciML) parameter estimation with pre-built loss functions
estimation ode dde differential-equations parameter-estimation ordinary-differential-equations differentialequations sde dae stochastic-differential-equations
Julia
•
Other
•34•60•16•7•Updated Dec 19, 2024Dec 19, 2024
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
neural-networks partial-differential-equations differential-equations ordinary-differential-equations differentialequations stochastic-differential-equations delay-differential-equations pinn neural-ode scientific-machine-learning
Julia
•
MIT License
•153•874•37•2•Updated Dec 19, 2024Dec 19, 2024
SciMLStructures.jl
Public
A structure interface for SciML to give queryable properties from user data and parameters
api interfaces
Julia
•
MIT License
•5•8•0•0•Updated Dec 19, 2024Dec 19, 2024
BaseModelica.jl
Public
Importers for the BaseModelica standard into the Julia ModelingToolkit ecosystem
julia ode modelica differential-equations dae sciml symbolic-numeric-computing
Julia
•
MIT License
•3•7•4•0•Updated Dec 19, 2024Dec 19, 2024
ParameterizedFunctions.jl
Public
A simple domain-specific language (DSL) for defining differential equations for use in scientific machine learning (SciML) and other applications
parameters jacobian differential-equations scientific-machine-learning sciml
Julia
•
Other
•18•77•1•1•Updated Dec 19, 2024Dec 19, 2024
CommonSolve.jl
Public
A common solve function for scientific machine learning (SciML) and beyond
interface composibility scientific-machine-learning sciml
Julia
•8•20•0•0•Updated Dec 19, 2024Dec 19, 2024
ModelingToolkitStandardLibrary.jl
Public
A standard library of components to model the world and beyond
ode scientific-computing modelica ordinary-differential-equations sde blockmodels scientific-machine-learrning acausal julia differential-equations
Julia
•
MIT License
•39•123•35•20•Updated Dec 17, 2024Dec 17, 2024