24 results found Sort:

SciML
DifferentialEquations.jl SciML
230
2.9k
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...
r dae dde ode sde spde julia sciml python numerical scientific dynamical-systems stochastic-processes differentialequations differential-equations scientific-machine-learning delay-differential-equations neural-differential-equations differential-algebraic-equations stochastic-differential-equations
Created 2016-05-11
1,400 commits to master branch, last one 15 days ago
SciML
NeuralPDE.jl SciML
200
995
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
2,721 commits to master branch, last one 2 days ago
SciML
DiffEqFlux.jl SciML
157
871
mit
31
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
1,923 commits to master branch, last one 3 days ago
SciML
SciMLTutorials.jl SciML
127
720
other
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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 about a year ago
SciML
OrdinaryDiffEq.jl SciML
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559
other
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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
9,315 commits to master branch, last one 21 hours ago
SciML
diffeqpy SciML
41
542
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
212 commits to master branch, last one 20 hours ago
SciML
SciMLSensitivity.jl SciML
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other
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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
3,446 commits to master branch, last one 2 days ago
SciML
DiffEqBase.jl SciML
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other
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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
3,466 commits to master branch, last one 3 days ago
SciML
SciMLBenchmarks.jl SciML
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319
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
3,084 commits to master branch, last one 22 hours ago
SciML
ComponentArrays.jl SciML
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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
502 commits to main branch, last one 11 hours ago
SciML
DiffEqGPU.jl SciML
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285
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 months ago
SciML
DiffEqOperators.jl SciML
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283
other
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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 about a year ago
SciML
StochasticDiffEq.jl SciML
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other
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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
2,334 commits to master branch, last one 2 days ago
SciML
Sundials.jl SciML
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bsd-2-clause
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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
dae ida ode idas clang cvode julia sciml arkode kinsol sundials hacktoberfest sundials-libraries sensitivity-analysis differentialequations differential-equations scientific-machine-learning hybrid-differential-equation ordinary-differential-equations differential-algebraic-equations
Created 2013-03-12
1,046 commits to master branch, last one 13 days ago
SciML
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
2,616 commits to master branch, last one 22 hours ago
SciML
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
1,246 commits to master branch, last one 2 days ago
AMICI-dev
AMICI AMICI-dev
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110
other
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Advanced Multilanguage Interface to CVODES and IDAS
ode idas pysb sbml cvode petab cvodes python modeling simulation hacktoberfest sensitivities systemsbiology kinetic-modeling mechanistic-models parameter-estimation sensitivity-analysis adjoint-sensitivities differentialequations forward-sensitivities
Created 2015-10-05
4,000 commits to master branch, last one 10 days ago
SciML
FEniCS.jl SciML
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other
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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
305 commits to master branch, last one 2 days ago
SciML
MultiScaleArrays.jl SciML
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other
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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
306 commits to master branch, last one about a month ago
SciML
SciMLExpectations.jl SciML
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other
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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
402 commits to master branch, last one about a month ago
SciML
DelayDiffEq.jl SciML
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other
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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
833 commits to master branch, last one 8 days ago
SciML
DiffEqParamEstim.jl SciML
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other
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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
751 commits to master branch, last one 3 days ago
SciML
DiffEqProblemLibrary.jl SciML
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other
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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
424 commits to master branch, last one 27 days ago
SciML
DiffEqPhysics.jl SciML
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other
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A library for building differential equations arising from physical problems for physics-informed and scientific machine learning (SciML)
ode fast sciml hamiltonian differentialequations differential-equations scientific-machine-learning ordinary-differential-equations second-order-differential-equations
Created 2017-04-14
229 commits to master branch, last one about a month ago