Search Results - RepositoryStats

195

1.4k

other

29

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 ...

Created 2018-02-27

5,459 commits to master branch, last one 3 days ago

awesome-neural-ode Zymrael

140

1.2k

mit

53

A collection of resources regarding the interplay between differential equations, deep learning, dynamical systems, control and numerical methods.

ode ode-solver root-finding deep-learning implicit-models dynamical-systems dynamical-modeling hamiltonian-dynamics ordinary-differential-equations

Created 2019-07-14

115 commits to master branch, last one about a year ago

mpmath mpmath

176

917

bsd-3-clause

40

Python library for arbitrary-precision floating-point arithmetic

python plotting floating-point multiprecision complex-numbers numerical-methods special-functions arbitrary-precision numerical-integration numerical-optimization ordinary-differential-equations

Created 2011-12-07

1,846 commits to master branch, last one 23 days ago

NeuralPDE.jl SciML

194

916

other

37

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

151

843

mit

32

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

128

709

other

25

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

195

511

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

7,432 commits to master branch, last one a day ago

diffeqpy SciML

39

500

mit

23

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

DiffEqBase.jl SciML

106

299

other

20

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

Sundials.jl SciML

78

205

bsd-2-clause

11

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 26 days ago

p4pdes bueler

67

178

mit

21

C and Python examples from my book on using PETSc and Firedrake to solve PDEs

c petsc krylov python advection firedrake multigrid newtons-method supercomputing fluid-mechanics preconditioning finite-difference parallel-computing scientific-computing finite-element-methods variational-inequality partial-differential-equations ordinary-differential-equations

Created 2014-09-21

2,456 commits to master branch, last one 28 days ago

diffeqr SciML

14

136

other

12

Solving differential equations in R using DifferentialEquations.jl and the SciML Scientific Machine Learning ecosystem

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

Created 2018-04-19

169 commits to master branch, last one 2 months ago

Numerical-Analysis-Python john-s-butler-dit

30

120

mit

4

Python notebooks for Numerical Analysis

colab runge-kutta numerical-analysis partial-differential-equations ordinary-differential-equations

Created 2019-08-22

207 commits to master branch, last one 8 months ago

DiffEqBayes.jl SciML

29

120

other

13

Extension functionality which uses Stan.jl, DynamicHMC.jl, and Turing.jl to estimate the parameters to differential equations and perform Bayesian probabilistic scientific machine learning

dae dde ode sde stan julia sciml neural-ode scientific-ai scientific-ml bayesian-inference differential-equations probabilistic-programming scientific-machine-learning neural-differential-equations ordinary-differential-equations stochastic-differential-equations

Created 2017-07-24

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

SciMLBase.jl SciML

89

117

mit

12

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 3 days ago

auto-07p auto-07p

47

114

unknown

19

AUTO is a publicly available software for continuation and bifurcation problems in ordinary differential equations originally written in 1980 and widely used in the dynamical systems community.

ode dynamical-systems ordinary-differential-equations

Created 2017-09-19

1,969 commits to master branch, last one about a month ago

ModelingToolkitStandardLibrary.jl SciML

35

103

mit

13

A standard library of components to model the world and beyond

ode sde julia sciml acausal modelica blockmodels scientific-computing differential-equations scientific-machine-learrning ordinary-differential-equations

Created 2021-11-02

757 commits to main branch, last one a day ago

sunode pymc-devs

10

98

mit

22

Solve ODEs fast, with support for PyMC

pymc autodiff sundials ordinary-differential-equations

Created 2019-08-08

162 commits to master branch, last one 18 days ago

pyodesys bjodah

7

91

bsd-2-clause

9

∫ Straightforward numerical integration of systems of ordinary differential equations

sympy code-generation numerical-codes initial-value-problem symbolic-manipulation ordinary-differential-equations

Created 2015-09-25

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

numerical-methods-fortran planelles20

18

90

gpl-2.0

7

Solving linear, nonlinear equations, ordinary differential equations, ... using numerical methods in fortran

ode sde fortran integral plot-fortran linear-equations numerical-methods nonlinear-equations quadrature-integration non-uniform-random-variate ordinary-differential-equations stochastic-differential-equations

Created 2017-01-19

93 commits to master branch, last one 3 years ago

FasterNeuralDiffEq patrick-kidger

9

85

apache-2.0

7

Code for "'Hey, that's not an ODE:' Faster ODE Adjoints via Seminorms" (ICML 2021)

pytorch deep-learning machine-learning dynamical-systems numerical-methods numerical-analysis deep-neural-networks differential-equations neural-differential-equations ordinary-differential-equations controlled-differential-equations

Created 2020-08-13

23 commits to master branch, last one 2 years ago

deep_learning_for_dynamical_systems clegaard

19

64

unknown

6

This repository has no description...

pytorch deep-learning dynamical-systems numerical-simulation scientific-machine-learning partial-differential-equations ordinary-differential-equations physics-informed-neural-networks

Created 2021-08-17

26 commits to main branch, last one about a year ago

DiffEqParamEstim.jl SciML

34

61

other

7

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

ode-solvers srenevey

24

55

bsd-3-clause

4

Numerical methods to solve ordinary differential equations in Rust.

odes ode-solver rust-crate ordinary-differential-equations

Created 2018-09-10

81 commits to main branch, last one 4 months ago

GlobalSensitivity.jl SciML

21

49

mit

6

Robust, Fast, and Parallel Global Sensitivity Analysis (GSA) in Julia

gsa ode efast julia sciml julialang sobol-method morris-method julia-language sensitivity-analysis differential-equations global-sensitivity-analysis scientific-machine-learning ordinary-differential-equations

Created 2020-11-10

423 commits to master branch, last one 2 days ago

integrator woodward

0

32

mit

4

A numerical integrator written in Elixir for the solution of sets of non-stiff ordinary differential equations (ODEs).

nx odes elixir elixir-nx numerical ode-solver runge-kutta dormand-prince bogacki-shampine adaptive-stepsize runge-kutta-methods runge-kutta-adaptive-step-size ordinary-differential-equations

Created 2023-04-01

409 commits to main branch, last one 15 days ago