24 results found Sort:

SciML
DifferentialEquations.jl SciML
235
2.9k
other
55
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
1,406 commits to master branch, last one 2 days ago
SciML
NeuralPDE.jl SciML
212
1.0k
other
35
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
2,752 commits to master branch, last one 4 days ago
SciML
DiffEqFlux.jl SciML
155
887
mit
29
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
1,955 commits to master branch, last one 2 days ago
SciML
SciMLTutorials.jl SciML
126
730
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
221
578
other
17
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
9,671 commits to master branch, last one 22 hours ago
SciML
diffeqpy SciML
42
559
mit
19
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
232 commits to master branch, last one about a month ago
SciML
SciMLSensitivity.jl SciML
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345
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
3,499 commits to master branch, last one 2 days ago
SciML
DiffEqBase.jl SciML
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325
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
3,548 commits to master branch, last one a day ago
SciML
SciMLBenchmarks.jl SciML
89
324
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
3,218 commits to master branch, last one about a month ago
SciML
ComponentArrays.jl SciML
35
309
mit
2
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
568 commits to main branch, last one 22 days ago
SciML
DiffEqGPU.jl SciML
32
295
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
918 commits to master branch, last one 29 days ago
SciML
DiffEqOperators.jl SciML
73
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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269
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
2,373 commits to master branch, last one 3 days ago
SciML
Sundials.jl SciML
79
207
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
1,050 commits to master branch, last one 3 days ago
SciML
SciMLBase.jl SciML
105
145
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
2,960 commits to master branch, last one 16 hours ago
AMICI-dev
AMICI AMICI-dev
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114
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
4,077 commits to master branch, last one 2 days ago
SciML
StructuralIdentifiability.jl SciML
18
113
mit
7
Fast and automatic structural identifiability software for ODE systems
julia parameter-estimation differentialequations structural-identifiability
Created 2020-08-26
1,341 commits to master branch, last one 2 days ago
SciML
FEniCS.jl SciML
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102
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 4 months ago
SciML
MultiScaleArrays.jl SciML
16
75
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 3 months 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
404 commits to master branch, last one 2 months 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 5 months ago
SciML
DiffEqParamEstim.jl SciML
34
59
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
754 commits to master branch, last one 2 months ago
SciML
DelayDiffEq.jl SciML
27
58
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
849 commits to master branch, last one 2 months ago
SciML
DiffEqPhysics.jl SciML
19
50
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 5 months ago