Search Results - RepositoryStats

221

2.8k

other

58

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 26 days ago

torchsde google-research

192

1.5k

apache-2.0

34

Differentiable SDE solvers with GPU support and efficient sensitivity analysis.

pytorch deep-learning dynamical-systems deep-neural-networks stochastic-processes differential-equations stochastic-volatility-models neural-differential-equations stochastic-differential-equations

Created 2020-07-06

163 commits to master branch, last one 8 months ago

torchdyn DiffEqML

123

1.3k

apache-2.0

27

A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods

pytorch neural-ode deep-learning control-theory neural-network implicit-models dynamical-systems numerical-methods deep-equilibrium-models neural-differential-equations

Created 2020-04-27

620 commits to master branch, last one 5 months ago

diffrax patrick-kidger

116

1.3k

apache-2.0

20

Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/

jax equinox deep-learning neural-networks machine-learning dynamical-systems differential-equations neural-differential-equations

Created 2021-07-25

597 commits to main branch, last one 10 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

NeuralCDE patrick-kidger

68

588

apache-2.0

20

Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)

pytorch rough-paths time-series deep-learning neural-networks machine-learning dynamical-systems deep-neural-networks differential-equations neural-differential-equations controlled-differential-equations

Created 2020-05-18

58 commits to master branch, last one 3 years ago

torchcde patrick-kidger

46

397

apache-2.0

14

Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.

pytorch time-series deep-learning neural-networks machine-learning dynamical-systems deep-neural-networks differential-equations neural-differential-equations controlled-differential-equations

Created 2020-05-08

119 commits to master branch, last one 10 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

DiffEqOperators.jl SciML

74

284

other

18

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

DiffEqGPU.jl SciML

27

271

mit

11

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

easy-neural-ode jacobjinkelly

30

264

mit

11

Code for the paper "Learning Differential Equations that are Easy to Solve"

jax ode neural-ode ode-solver deep-learning machine-learning dynamical-systems deep-neural-networks numerical-integration differential-equations neural-differential-equations

Created 2020-06-22

75 commits to master branch, last one 2 years ago

JumpProcesses.jl SciML

34

134

other

12

Build and simulate jump equations like Gillespie simulations and jump diffusions with constant and state-dependent rates and mix with differential equations and scientific machine learning (SciML)

ode sde ssa sciml gillespie neural-ode stochastic scientific-ai scientific-ml jump-diffusion differential-equations stochastic-jump-equations scientific-machine-learning hybrid-differential-equation neural-differential-equations

Created 2017-02-04

1,391 commits to master branch, last one 6 days ago

DiffEqBayes.jl SciML

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120

other

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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

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

diffeqml-research DiffEqML

7

80

apache-2.0

5

This repository contains code released by DiffEqML Research

control research deep-learning dynamical-systems numerical-methods neural-differential-equations

Created 2020-07-31

98 commits to master branch, last one 2 years ago

MultiScaleArrays.jl SciML

16

73

other

5

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 26 days ago

NeuralLaplace samholt

9

61

mit

5

Neural Laplace: Differentiable Laplace Reconstructions for modelling any time observation with O(1) complexity.

dde ide ilt ode pytorch stiff-ode forced-ode deep-learning neural-network riemann-sphere dynamical-systems laplace-transform deep-neural-networks differential-equations stereographic-projection inverse-laplace-transform delay-differential-equations neural-differential-equations integro-differential-equations

Created 2022-06-07

46 commits to main branch, last one 14 days ago

DiffEqProblemLibrary.jl SciML

34

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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

410 commits to master branch, last one 26 days ago