24 results found Sort:

SciML
DifferentialEquations.jl SciML
232
2.9k
other
56
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 about a month ago
SciML
NeuralPDE.jl SciML
204
1.0k
other
36
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
2,727 commits to master branch, last one 15 days ago
SciML
DiffEqFlux.jl SciML
153
873
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
1,927 commits to master branch, last one 15 days ago
SciML
SciMLTutorials.jl SciML
127
723
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
214
570
other
19
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
9,498 commits to master branch, last one 7 days ago
SciML
diffeqpy SciML
43
545
mit
20
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
224 commits to master branch, last one 10 days 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
3,469 commits to master branch, last one 15 days ago
SciML
DiffEqBase.jl SciML
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320
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
3,469 commits to master branch, last one 15 days ago
SciML
SciMLBenchmarks.jl SciML
85
319
mit
17
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
3,136 commits to master branch, last one 3 days ago
SciML
ComponentArrays.jl SciML
35
301
mit
3
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
523 commits to main branch, last one 8 days ago
SciML
DiffEqGPU.jl SciML
30
283
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
911 commits to master branch, last one 15 days ago
SciML
DiffEqOperators.jl SciML
74
282
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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260
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
2,350 commits to master branch, last one 18 days ago
SciML
Sundials.jl SciML
79
208
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 about a month ago
SciML
SciMLBase.jl SciML
104
141
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
2,766 commits to master branch, last one 5 days ago
SciML
StructuralIdentifiability.jl SciML
17
112
mit
8
Fast and automatic structural identifiability software for ODE systems
julia parameter-estimation differentialequations structural-identifiability
Created 2020-08-26
1,273 commits to master branch, last one 9 days ago
AMICI-dev
AMICI AMICI-dev
31
112
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
4,036 commits to master branch, last one 20 days ago
SciML
FEniCS.jl SciML
25
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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 about a month ago
SciML
MultiScaleArrays.jl SciML
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74
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
308 commits to master branch, last one about a month ago
SciML
SciMLExpectations.jl SciML
20
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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 2 months 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 about a month ago
SciML
DiffEqProblemLibrary.jl SciML
34
59
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 2 months ago
SciML
DelayDiffEq.jl SciML
27
59
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
842 commits to master branch, last one 5 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 2 months ago