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221

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other

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Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equation...

Created 2016-05-11

1,384 commits to master branch, last one 25 days ago

NeuralPDE.jl SciML

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916

other

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

ode pde pinn sciml scientific-ai scientific-ml neural-network neural-networks machine-learning differentialequations differential-equations scientific-machine-learning neural-differential-equations partial-differential-equations ordinary-differential-equations

Created 2017-03-14

2,453 commits to master branch, last one 14 days ago

DiffEqFlux.jl SciML

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mit

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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

pinn stiff-ode neural-dde neural-ode neural-pde neural-sde neural-sdes scientific-ai scientific-ml neural-networks differentialequations differential-equations neural-jump-diffusions physics-informed-learning scientific-machine-learning delay-differential-equations neural-differential-equations partial-differential-equations ordinary-differential-equations stochastic-differential-equations

Created 2018-12-26

1,858 commits to master branch, last one 11 days ago

SciMLTutorials.jl SciML

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Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.

r dae dde ode pde sde julia sciml python neural-ode hacktoberfest differentialequations differential-equations scientific-machine-learning neural-differential-equations partial-differential-equations ordinary-differential-equations stochastic-differential-equations

Created 2016-10-31

1,297 commits to master branch, last one 9 months ago

OrdinaryDiffEq.jl SciML

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

ode julia sciml adaptive hacktoberfest event-handling high-performance differentialequations differential-equations scientific-machine-learning ordinary-differential-equations

Created 2016-10-22

7,432 commits to master branch, last one 22 hours ago

diffeqpy SciML

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mit

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

dae dde ode sde sdes numba sciml differentialequations differential-equations scientific-machine-learning delay-differential-equations ordinary-differential-equations differential-algebraic-equations stochastic-differential-equations

Created 2018-04-21

199 commits to master branch, last one 2 months ago

SciMLSensitivity.jl SciML

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A component of the DiffEq ecosystem for enabling sensitivity analysis for scientific machine learning (SciML). Optimize-then-discretize, discretize-then-optimize, adjoint methods, and more for ODEs, S...

dae dde ode sde sciml adjoint neural-ode neural-sde hacktoberfest backpropogation sensitivity-analysis differentialequations differential-equations scientific-machine-learning

Created 2016-11-02

3,115 commits to master branch, last one 3 days ago

DiffEqBase.jl SciML

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The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems

dae dde ode pde sde sciml neural-ode hacktoberfest differentialequations differential-equations scientific-machine-learning delay-differential-equations neural-differential-equations partial-differential-equations ordinary-differential-equations differential-algebraic-equations stochastic-differential-equations

Created 2016-10-20

3,282 commits to master branch, last one 6 days ago

SciMLBenchmarks.jl SciML

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mit

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

ai dae jax ode pde sde julia sciml matlab python pytorch benchmark neural-ode ai-for-science differentialequations differential-equations scientific-machine-learning nerual-differential-equations partial-differential-equations

Created 2016-10-31

2,611 commits to master branch, last one 13 days ago

DiffEqOperators.jl SciML

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Linear operators for discretizations of differential equations and scientific machine learning (SciML)

fdm pde sde julia sciml neural-ode matrix-free differentialequations differential-equations finite-difference-method scientific-machine-learning neural-differential-equations partial-differential-equations stochastic-differential-equations

This repository has been archived (exclude archived)

Created 2017-05-16

1,482 commits to master branch, last one 11 months ago

ComponentArrays.jl jonniedie

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mit

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Arrays with arbitrarily nested named components.

array julia arrays controls modeling neural-ode simulation named-tuples optimization control-systems neural-networks machine-learning dynamical-systems modeling-language simulation-modeling controls-and-dynamics differentialequations differential-equations scientific-machine-learning

Created 2020-04-10

490 commits to main branch, last one 11 days ago

DiffEqGPU.jl SciML

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mit

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GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine learning ecosystem

dae dde gpu ode sde sciml neural-ode gpu-parallelism differentialequations differential-equations scientific-machine-learning neural-differential-equations

Created 2019-06-24

907 commits to master branch, last one 6 days ago

StochasticDiffEq.jl SciML

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Solvers for stochastic differential equations which connect with the scientific machine learning (SciML) ecosystem

ito rde sde rode sode noise sciml random solvers adaptive stochastic stratonovich hacktoberfest stochastic-processes differentialequations differential-equations scientific-machine-learning random-differential-equations stochastic-differential-equations

Created 2016-10-22

2,256 commits to master branch, last one 2 months ago

Sundials.jl SciML

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Julia interface to Sundials, including a nonlinear solver (KINSOL), ODE's (CVODE and ARKODE), and DAE's (IDA) in a SciML scientific machine learning enabled manner

Created 2013-03-12

1,025 commits to master branch, last one 25 days ago

SciMLBase.jl SciML

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mit

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The Base interface of the SciML ecosystem

dae dde ode sde julia sciml differentialequations scientific-machine-learning ordinary-differential-equations

Created 2021-01-26

2,130 commits to master branch, last one 2 days ago

AMICI AMICI-dev

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Advanced Multilanguage Interface to CVODES and IDAS

Created 2015-10-05

3,891 commits to master branch, last one 14 days ago

StructuralIdentifiability.jl SciML

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mit

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Fast and automatic structural identifiability software for ODE systems

julia parameter-estimation differentialequations structural-identifiability

Created 2020-08-26

1,168 commits to master branch, last one 2 days ago

FEniCS.jl SciML

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A scientific machine learning (SciML) wrapper for the FEniCS Finite Element library in the Julia programming language

pde julia sciml fenics differentialequations differential-equations scientific-machine-learning partial-differential-equations

Created 2017-03-29

301 commits to master branch, last one 2 months ago

MultiScaleArrays.jl SciML

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A framework for developing multi-scale arrays for use in scientific machine learning (SciML) simulations

dae dde ode sde julia sciml models multiscale neural-ode scientific-ai scientific-ml differentialequations differential-equations automatic-differentiation scientific-machine-learning hybrid-differential-equations neural-differential-equations

Created 2016-10-20

299 commits to master branch, last one 25 days ago

SciMLExpectations.jl SciML

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Fast uncertainty quantification for scientific machine learning (SciML) and differential equations

uq ode julia sciml integration differentialequations differential-equations uncertainty-quantification scientific-machine-learning

Created 2016-11-02

392 commits to master branch, last one 25 days ago

DiffEqParamEstim.jl SciML

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Easy scientific machine learning (SciML) parameter estimation with pre-built loss functions

dae dde ode sde estimation neural-ode scientfic-ml scientific-ai parameter-estimation differentialequations differential-equations ordinary-differential-equations differential-algebraic-equations stochastic-differential-equations

Created 2016-10-28

736 commits to master branch, last one 14 days ago

DelayDiffEq.jl SciML

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Delay differential equation (DDE) solvers in Julia for the SciML scientific machine learning ecosystem. Covers neutral and retarded delay differential equations, and differential-algebraic equations.

dde ode julia sciml stiff solvers adaptive differentialequations differential-equations scientific-machine-learning delay-differential-equations

Created 2017-01-08

813 commits to master branch, last one about a month ago

DiffEqProblemLibrary.jl SciML

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A library of premade problems for examples and testing differential equation solvers and other SciML scientific machine learning tools

dae dde ode sde sciml neural-ode differentialequations differential-equations scientific-machine-learning neural-differential-equations stochastic-differential-equations

Created 2016-10-31

410 commits to master branch, last one 26 days ago