neural-differential-equations

There are 10 repositories under neural-differential-equations topic.

SciML / DifferentialEquations.jl
Multi-language suite for high-performance solvers of differential equations and scientific machine learning (SciML) components. Ordinary differential equations (ODEs), stochastic differential equations (SDEs), delay differential equations (DDEs), differential-algebraic equations (DAEs), and more in Julia.
dae dde delay-differential-equations differential-algebraic-equations differential-equations differentialequations dynamical-systems julia neural-differential-equations numerical ode python r scientific scientific-machine-learning sciml sde spde stochastic-differential-equations stochastic-processes
Language:Julia 2808
google-research / torchsde
Differentiable SDE solvers with GPU support and efficient sensitivity analysis.
deep-learning deep-neural-networks pytorch dynamical-systems differential-equations stochastic-processes stochastic-differential-equations stochastic-volatility-models neural-differential-equations
Language:Python 1529
DiffEqML / torchdyn
A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods
control-theory deep-equilibrium-models deep-learning dynamical-systems implicit-models neural-differential-equations neural-network neural-ode numerical-methods pytorch
Language:Jupyter Notebook 1329
patrick-kidger / diffrax
Numerical differential equation solvers in JAX. Autodifferentiable and GPU-capable. https://docs.kidger.site/diffrax/
deep-learning differential-equations dynamical-systems equinox jax machine-learning neural-differential-equations neural-networks
Language:Python 1329
SciML / NeuralPDE.jl
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
differential-equations differentialequations neural-differential-equations scientific-ml scientific-ai partial-differential-equations ordinary-differential-equations neural-network neural-networks ode pde sciml scientific-machine-learning pinn machine-learning
Language:Julia 931
SciML / DiffEqFlux.jl
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
neural-ode neural-sde neural-pde neural-dde neural-differential-equations stiff-ode ordinary-differential-equations stochastic-differential-equations delay-differential-equations partial-differential-equations neural-networks differentialequations differential-equations scientific-ml scientific-ai neural-jump-diffusions neural-sdes scientific-machine-learning pinn physics-informed-learning
Language:Julia 851
SciML / SciMLTutorials.jl
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
dae dde differential-equations differentialequations hacktoberfest julia neural-differential-equations neural-ode ode ordinary-differential-equations partial-differential-equations pde python r scientific-machine-learning sciml sde stochastic-differential-equations
Language:CSS 712
patrick-kidger / NeuralCDE
Code for "Neural Controlled Differential Equations for Irregular Time Series" (Neurips 2020 Spotlight)
machine-learning rough-paths neural-differential-equations time-series controlled-differential-equations deep-learning deep-neural-networks pytorch dynamical-systems differential-equations neural-networks
Language:Python 597
patrick-kidger / torchcde
Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.
time-series machine-learning neural-differential-equations controlled-differential-equations deep-learning deep-neural-networks pytorch dynamical-systems differential-equations neural-networks
Language:Python 406
SciML / DiffEqBase.jl
The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems
dae dde delay-differential-equations differential-algebraic-equations differential-equations differentialequations hacktoberfest neural-differential-equations neural-ode ode ordinary-differential-equations partial-differential-equations pde scientific-machine-learning sciml sde stochastic-differential-equations
Language:Julia 302
SciML / DiffEqOperators.jl
Linear operators for discretizations of differential equations and scientific machine learning (SciML)
differential-equations differentialequations partial-differential-equations pde sde stochastic-differential-equations finite-difference-method fdm matrix-free julia neural-differential-equations neural-ode sciml scientific-machine-learning
Language:Julia 285
SciML / DiffEqGPU.jl
GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine learning ecosystem
gpu gpu-parallelism differentialequations differential-equations ode sde dae dde neural-ode neural-differential-equations sciml scientific-machine-learning
Language:Julia 274
easy-neural-ode
jacobjinkelly / easy-neural-ode
Code for the paper "Learning Differential Equations that are Easy to Solve"
neural-ode differential-equations machine-learning jax deep-learning deep-neural-networks dynamical-systems neural-differential-equations numerical-integration ode ode-solver
Language:Python 266
SciML / JumpProcesses.jl
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)
gillespie ssa jump-diffusion stochastic differential-equations hybrid-differential-equation ode sde stochastic-jump-equations neural-ode neural-differential-equations scientific-ml scientific-ai sciml scientific-machine-learning
Language:Julia 136
SciML / DiffEqBayes.jl
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
differential-equations stan julia ode sde dae dde ordinary-differential-equations stochastic-differential-equations neural-ode neural-differential-equations scientific-ml scientific-ai probabilistic-programming sciml scientific-machine-learning bayesian-inference
Language:Julia 121
patrick-kidger / FasterNeuralDiffEq
Code for "'Hey, that's not an ODE:' Faster ODE Adjoints via Seminorms" (ICML 2021)
deep-neural-networks deep-learning pytorch dynamical-systems differential-equations ordinary-differential-equations controlled-differential-equations neural-differential-equations numerical-methods numerical-analysis machine-learning
Language:Python 86
DiffEqML / diffeqml-research
This repository contains code released by DiffEqML Research
deep-learning neural-differential-equations dynamical-systems numerical-methods control research
Language:Jupyter Notebook 81
SciML / MultiScaleArrays.jl
A framework for developing multi-scale arrays for use in scientific machine learning (SciML) simulations
multiscale models differentialequations differential-equations ode sde dae dde hybrid-differential-equations neural-ode neural-differential-equations scientific-ml scientific-ai sciml scientific-machine-learning automatic-differentiation julia
Language:Julia 73
samholt / NeuralLaplace
Neural Laplace: Differentiable Laplace Reconstructions for modelling any time observation with O(1) complexity.
deep-learning deep-neural-networks delay-differential-equations differential-equations dynamical-systems ilt integro-differential-equations laplace-transform neural-differential-equations riemann-sphere stereographic-projection inverse-laplace-transform stiff-ode forced-ode dde ide ode neural-network pytorch
Language:Python 66
SciML / DiffEqProblemLibrary.jl
A library of premade problems for examples and testing differential equation solvers and other SciML scientific machine learning tools
differentialequations differential-equations ode dae dde sde stochastic-differential-equations neural-ode neural-differential-equations sciml scientific-machine-learning
Language:Julia 53
SciML / BoundaryValueDiffEq.jl
Boundary value problem (BVP) solvers for scientific machine learning (SciML)
differentialequations differential-equations bvp neural-bvp neural-ode neural-differential-equations gpu sciml scientific-machine-learning
Language:Julia 41
JuliaEpi / MathEpiDeepLearning
Awesome-spatial-temporal-data-mining-packages. Julia and Python resources on spatial and temporal data mining. Mathematical epidemiology as an application. Most about package information. Data Sources Links and Epidemic Repos are also included. Keep updating.
epidemiological-models mathematical-epidemiology universal-differential-equations neural-differential-equations physics-informed-neural-networks data-driven-model bayesian-inference bayesian-deep-learning probabilistic-machine-learning mathematical-biology machine-learning data-science deep-learning statistics data-analysis time-series time-series-analysis julia scientific-machine-learning covid19-data
Language:JavaScript 30
MartinuzziFrancesco / awesome-scientific-machine-learning
A curated list of awesome Scientific Machine Learning (SciML) papers, resources and software
differential-equations neural-differential-equations scientific-machine-learning sciml physics-informed-learning physics-informed-neural-networks pinn
27
SciML / SciMLTutorialsOutput
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
differential-equations julia neural-differential-equations neural-ode ode physics-informed-learning physics-informed-ml physics-informed-neural-networks scientific-machine-learning sciml
Language:HTML 21
IDSIA / neuraldiffeq-fwp
Official repository for the paper "Neural Differential Equations for Learning to Program Neural Nets Through Continuous Learning Rules" (NeurIPS 2022)
controlled-differential-equations fast-weight-programmers fast-weights neural-differential-equations neural-odes continuous-time-sequence-processing
Language:Python 18
Beramos / Workshop-NeuralODE-2020
A 30-minute showcase on the how and the why of neural differential equations.
julia scientific-machine-learning flux differential-equations neural-network neural-differential-equations biochemical-reactions
Language:Jupyter Notebook 11
timkimd / plnde
Code for "Inferring Latent Dynamics Underlying Neural Population Activity via Neural Differential Equations"
machine-learning neural-differential-equations neuroscience
Language:Julia 9
zbliu98 / GRAM-ODE
Code for the TMLR 2023 paper "GRAM-ODE: Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting"
forecasting graph-neural-networks neural-differential-equations spatiotemporal-forecasting time-series-analysis
Language:Python 9
Joaquin-Gajardo / NeuralCDEcrops
Repository for my master thesis at EPFL: "Neural controlled differential equations for crop classification"
neural-differential-equations pytorch remote-sensing rnn
Language:Python 5
msabvid / SigFiltering
Sampling from the solution of the Zakai equation, using the Signature and Conditional Wasserstein GANs
filtering kalman-filter estimation wasserstein-gan conditional-gan neural-differential-equations zakai
Language:Python 4
Song921012 / MathEpiDeepLearningTutorial
Tutorials on math epidemiology and epidemiology informed deep learning methods
bayesian-deep-learning bayesian-inference data-analysis data-driven-model data-science deep-learning epidemiological-models julia machine-learning mathematical-biology mathematical-epidemiology neural-differential-equations physics-informed-neural-networks probabilistic-machine-learning scientific-machine-learning statistics time-series universal-differential-equations
Language:Julia 4
juliusberner / neural_ode_julia
Using DiffEqFlux to learn underlying differential equations from data.
julia-language differentiable-programming neural-differential-equations deep-learning differential-equations
Language:Jupyter Notebook 3
sourav-roni / BCR-DE
Code for "Controlled Differential Equations on Long Sequences via Non-standard Wavelets" paper. ICML23
controlled-differential-equations machine-learning neural-differential-equations neural-networks pytorch time-series wavelets coupled-differential-equations locally-connected-convolution partially-unshared-convolution
Language:Jupyter Notebook 3
davudtopalovic / Neural-Differential-Equations
Understanding the idea, intuition and implementation of Neural Differential Equations. Clearly explained and fully commented.
neural-differential-equations time-series-analysis
Language:Jupyter Notebook 1
Song921012 / EstimatingRtDeepL
Codes for paper "Estimating time-varying reproduction number by deep learning techniques"
effective-reproduction-number neural-differential-equations universal-differential-equations
Language:Julia 1
AlexKenna / Neural-Differential-Equations
An exploration of different Physics Informed Machine Learning topics
machine-learning neural-differential-equations neural-operators physics-informed-machine-learning physics-informed-neural-networks
Language:Jupyter Notebook

neural-differential-equations

SciML / DifferentialEquations.jl

google-research / torchsde

DiffEqML / torchdyn

patrick-kidger / diffrax

SciML / NeuralPDE.jl

SciML / DiffEqFlux.jl

SciML / SciMLTutorials.jl

patrick-kidger / NeuralCDE

patrick-kidger / torchcde

SciML / DiffEqBase.jl

SciML / DiffEqOperators.jl

SciML / DiffEqGPU.jl

jacobjinkelly / easy-neural-ode

SciML / JumpProcesses.jl

SciML / DiffEqBayes.jl

patrick-kidger / FasterNeuralDiffEq

DiffEqML / diffeqml-research

SciML / MultiScaleArrays.jl

samholt / NeuralLaplace

SciML / DiffEqProblemLibrary.jl

SciML / BoundaryValueDiffEq.jl

JuliaEpi / MathEpiDeepLearning

MartinuzziFrancesco / awesome-scientific-machine-learning

SciML / SciMLTutorialsOutput

IDSIA / neuraldiffeq-fwp

Beramos / Workshop-NeuralODE-2020

timkimd / plnde

zbliu98 / GRAM-ODE

Joaquin-Gajardo / NeuralCDEcrops

msabvid / SigFiltering

Song921012 / MathEpiDeepLearningTutorial

juliusberner / neural_ode_julia

sourav-roni / BCR-DE

davudtopalovic / Neural-Differential-Equations

Song921012 / EstimatingRtDeepL

AlexKenna / Neural-Differential-Equations