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230

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...

Created 2016-05-11

1,400 commits to master branch, last one 17 days ago

torchsde google-research

200

1.6k

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 about a year ago

diffrax patrick-kidger

130

1.4k

apache-2.0

22

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

623 commits to main branch, last one 11 days ago

torchdyn DiffEqML

130

1.4k

apache-2.0

28

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 10 months ago

NeuralPDE.jl SciML

200

996

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 4 days ago

DiffEqFlux.jl SciML

157

871

mit

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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 5 days ago

SciMLTutorials.jl SciML

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720

other

24

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

NeuralCDE patrick-kidger

69

628

apache-2.0

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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

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421

apache-2.0

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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 about a year ago

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 4 days ago

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

DiffEqOperators.jl SciML

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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

easy-neural-ode jacobjinkelly

31

270

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

35

141

other

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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

1,556 commits to master branch, last one 4 days ago

DiffEqBayes.jl SciML

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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

800 commits to master branch, last one 22 days ago

FasterNeuralDiffEq patrick-kidger

10

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apache-2.0

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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 3 years ago

diffeqml-research DiffEqML

8

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apache-2.0

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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

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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

NeuralLaplace samholt

11

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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

49 commits to main branch, last one 21 days ago

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 29 days ago

awesome-scientific-machine-learning MartinuzziFrancesco

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mit

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A curated list of awesome Scientific Machine Learning (SciML) papers, resources and software

pinn sciml differential-equations physics-informed-learning scientific-machine-learning neural-differential-equations physics-informed-neural-networks

Created 2022-11-10

45 commits to main branch, last one 11 months ago