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332

1.8k

unknown

67

Parallel Computing and Scientific Machine Learning (SciML): Methods and Applications (MIT 18.337J/6.338J)

sciml neural-ode neural-sde parallelism gpu-computing lecture-notes neural-networks stiff-equations numerical-methods scientific-simulators differential-equations performance-engineering scientific-machine-learning

Created 2019-08-29

359 commits to master branch, last one 2 months ago

torchdyn DiffEqML

126

1.4k

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 8 months ago

DiffEqFlux.jl SciML

154

864

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

1,905 commits to master branch, last one 10 days ago

CfC raminmh

139

854

apache-2.0

32

Closed-form Continuous-time Neural Networks

pytorch neural-ode tensorflow deep-learning sequence-models recurrent-neural-networks

Created 2021-01-09

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

SciMLTutorials.jl SciML

128

713

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 about a year ago

neural-ode msurtsukov

118

672

unknown

13

Jupyter notebook with Pytorch implementation of Neural Ordinary Differential Equations

vae pytorch neural-ode jupyter-notebook

Created 2019-01-23

25 commits to master branch, last one 7 months ago

SciMLSensitivity.jl SciML

71

328

other

20

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

3,365 commits to master branch, last one a day ago

SciMLBenchmarks.jl SciML

83

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

2,934 commits to master branch, last one 4 days ago

DiffEqBase.jl SciML

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309

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

3,392 commits to master branch, last one a day ago

18S096SciML mitmath

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305

unknown

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18.S096 - Applications of Scientific Machine Learning

sciml neural-ode lecture-notes neural-networks differential-equations scientific-machine-learning partial-differential-equations

Created 2020-01-05

21 commits to master branch, last one 2 years ago

ComponentArrays.jl jonniedie

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289

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

497 commits to main branch, last one 17 days ago

DiffEqGPU.jl SciML

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284

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 4 months 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 about a year ago

DiffEqDocs.jl SciML

242

274

other

16

Documentation for the DiffEq differential equations and scientific machine learning (SciML) ecosystem

dae dde ode sde sciml neural-ode hacktoberfest differential-equations physics-informed-learning scientific-machine-learning

Created 2016-11-01

2,399 commits to master branch, last one 4 days ago

easy-neural-ode jacobjinkelly

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265

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

torchode martenlienen

11

220

mit

2

A parallel ODE solver for PyTorch

pytorch neural-ode deep-learning

Created 2022-10-22

52 commits to main branch, last one 6 days ago

universal_differential_equations ChrisRackauckas

59

218

mit

18

Repository for the Universal Differential Equations for Scientific Machine Learning paper, describing a computational basis for high performance SciML

sciml neural-ode scientific-machine-learning universal-differential-equations

Created 2019-12-16

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

gde Zymrael

32

189

mit

8

Neural Graph Differential Equations (Neural GDEs)

neural-ode dynamical-systems graph-neural-networks

Created 2019-11-12

21 commits to master branch, last one 3 years ago

bayeSDE xwinxu

28

167

mit

8

Code for "Infinitely Deep Bayesian Neural Networks with Stochastic Differential Equations"

jax pytorch neural-ode neural-sde sde-solvers deep-learning bayesian-layers deep-neural-networks bayesian-neural-networks stochastic-differential-equations

Created 2021-02-04

48 commits to main branch, last one 2 years ago

JumpProcesses.jl SciML

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139

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

1,506 commits to master branch, last one 17 days ago

DiffEqBayes.jl SciML

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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

794 commits to master branch, last one 2 months ago

ODE.jl SciML

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105

other

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Assorted basic Ordinary Differential Equation solvers for scientific machine learning (SciML). Deprecated: Use DifferentialEquations.jl instead.

ode sciml neural-ode differential-equations scientific-machine-learning

This repository has been archived (exclude archived)

Created 2013-03-01

303 commits to master branch, last one 4 months ago

DiffEqCallbacks.jl SciML

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other

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A library of useful callbacks for hybrid scientific machine learning (SciML) with augmented differential equation solvers

dae dde ode sde julia sciml callback neural-ode differential-equations scientific-machine-learning

Created 2017-01-06

618 commits to master branch, last one 23 days ago

ffjord-rnode cfinlay

15

81

mit

2

Regularized Neural ODEs (RNODE)

neural-ode generative-model normalizing-flow density-estimation

Created 2020-05-19

3 commits to master branch, last one 4 years ago

fast-ode sangyun884

6

76

unknown

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Official PyTorch implementation for the paper Minimizing Trajectory Curvature of ODE-based Generative Models, ICML 2023

neural-ode diffusion-models generative-models score-based-generative-models

Created 2023-01-27

12 commits to master branch, last one 4 months ago

MultiScaleArrays.jl SciML

16

73

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

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

CRNN DENG-MIT

17

72

mit

8

Chemical Reaction Neural Network

sciml neural-ode chemical-kinetics

Created 2020-12-12

55 commits to main branch, last one about a month ago

finite-element-networks martenlienen

6

66

mit

2

Reference implementation of Finite Element Networks as proposed in "Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks" at ICLR 2022

pde neural-ode forecasting spatio-temporal

Created 2022-03-18

3 commits to main branch, last one 4 months ago

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

749 commits to master branch, last one 4 days ago

DiffEqProblemLibrary.jl SciML

34

56

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

422 commits to master branch, last one 2 months ago