Search Results - RepositoryStats

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 15 days ago

SciMLBook SciML

335

1.9k

unknown

66

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

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

gosl cpmech

145

1.8k

bsd-3-clause

77

Linear algebra, eigenvalues, FFT, Bessel, elliptic, orthogonal polys, geometry, NURBS, numerical quadrature, 3D transfinite interpolation, random numbers, Mersenne twister, probability distributions, ...

eigenvalues eigenvectors optimization linear-algebra sparse-systems mersenne-twister linear-programming scientific-computing parallel-computations computational-geometry differential-equations fast-fourier-transform

Created 2015-02-09

2,777 commits to main branch, last one about a month 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 9 days ago

ModelingToolkit.jl SciML

209

1.4k

other

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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

6,565 commits to master branch, last one 18 hours ago

NeuralPDE.jl SciML

200

995

other

36

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 2 days ago

brian2 brian-team

220

944

other

47

Brian is a free, open source simulator for spiking neural networks.

brian brian2 python science neuroscience code-generation simulation-framework biological-simulations differential-equations spiking-neural-networks computational-neuroscience

Created 2012-11-27

6,451 commits to master branch, last one 7 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 3 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

neurodiffeq NeuroDiffGym

90

702

mit

25

A library for solving differential equations using neural networks based on PyTorch, used by multiple research groups around the world, including at Harvard IACS.

ode odes pinn pypi pytorch pde-solver time-series deep-learning neural-networks scientific-computing initial-value-problem boundary-value-problem differential-equations mathematical-modelling artificial-intelligence physics-informed-neural-networks

Created 2019-03-28

1,243 commits to master branch, last one 4 months ago

NeuralCDE patrick-kidger

69

627

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

OrdinaryDiffEq.jl SciML

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other

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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

9,315 commits to master branch, last one 22 hours ago

diffeqpy SciML

41

542

mit

21

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

212 commits to master branch, last one 20 hours ago

Catalyst.jl SciML

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other

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Chemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPU-parallelized, and O(1) solvers in open source software.

dsl ode sde julia sciml biology rate-laws simulation systems-biology reaction-network chemical-reactions gillespie-algorithm differential-equations systems-biology-simulation scientific-machine-learning

Created 2017-02-06

4,676 commits to master branch, last one 2 days ago

torchcde patrick-kidger

43

421

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 about a year ago

DataDrivenDiffEq.jl SciML

57

407

mit

20

Data driven modeling and automated discovery of dynamical systems for the SciML Scientific Machine Learning organization

ode julia sciml differential-equations scientific-machine-learning

Created 2019-10-04

1,066 commits to master branch, last one 2 days ago

PINA mathLab

66

392

mit

12

Physics-Informed Neural networks for Advanced modeling

ode pde pinn python pytorch modeling lightining deep-learning hacktoberfest neural-networks machine-learning neural-operators physics-informed equation-learning differential-equations physics-informed-neural-networks

Created 2021-11-29

314 commits to master branch, last one 2 days ago

vsl vlang

44

355

mit

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V library to develop Artificial Intelligence and High-Performance Scientific Computations

v opencl openblas eigenvalues eigenvectors optimization hacktoberfest linear-algebra sparse-systems scientific-computing parallel-computations computational-geometry differential-equations

Created 2019-12-03

1,123 commits to main branch, last one 5 days ago

Surrogates.jl SciML

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other

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Surrogate modeling and optimization for scientific machine learning (SciML)

julia sciml surrogate surrogates optimization surrogate-models differential-equations automatic-differentiation high-performance-computing scientific-machine-learning surrogate-based-optimization

Created 2019-05-08

1,214 commits to master branch, last one 3 days ago

SciMLSensitivity.jl SciML

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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

3,446 commits to master branch, last one 2 days ago

SciMLBenchmarks.jl SciML

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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

3,084 commits to master branch, last one 22 hours 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 3 days ago

FBPINNs benmoseley

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mit

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Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs)

jax pinns neural-networks domain-decomposition differential-equations physics-informed-neural-networks

Created 2021-06-27

22 commits to main branch, last one 5 months ago

18S096SciML mitmath

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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 SciML

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mit

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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

502 commits to main branch, last one 11 hours ago

pydens analysiscenter

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apache-2.0

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PyDEns is a framework for solving Ordinary and Partial Differential Equations (ODEs & PDEs) using neural networks

ode ode-solver pde-solver solving-pdes deep-learning neural-networks numerical-methods differential-equations partial-differential-equations

Created 2019-07-16

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

DiffEqGPU.jl SciML

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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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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

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other

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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

2,414 commits to master branch, last one 12 days ago