neural-differential-equations

There are 9 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.
differential-equations differentialequations julia ode sde dae dde spde stochastic-processes stochastic-differential-equations delay-differential-equations differential-algebraic-equations dynamical-systems neural-differential-equations r python scientific-machine-learning sciml numerical scientific
Language:Julia 2777
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 1493
DiffEqML / torchdyn
A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods
deep-learning neural-network neural-differential-equations pytorch dynamical-systems deep-equilibrium-models implicit-models control-theory neural-ode numerical-methods
Language:Jupyter Notebook 1293
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 1269
SciML / NeuralPDE.jl
Physics-Informed Neural Networks (PINN) Solvers of (Partial) Differential Equations for Scientific Machine Learning (SciML) accelerated simulation
differential-equations differentialequations machine-learning neural-differential-equations neural-network neural-networks ode ordinary-differential-equations partial-differential-equations pde pinn scientific-ai scientific-machine-learning scientific-ml sciml
Language:Julia 914
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 843
SciML / SciMLTutorials.jl
Tutorials for doing scientific machine learning (SciML) and high-performance differential equation solving with open source software.
differentialequations differential-equations ode sde dae dde ordinary-differential-equations neural-differential-equations neural-ode pde partial-differential-equations stochastic-differential-equations julia scientific-machine-learning sciml python r hacktoberfest
Language:CSS 708
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 586
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 395
SciML / DiffEqBase.jl
The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems
differentialequations differential-equations ode sde dae dde ordinary-differential-equations neural-differential-equations neural-ode stochastic-differential-equations delay-differential-equations differential-algebraic-equations pde partial-differential-equations sciml scientific-machine-learning hacktoberfest
Language:Julia 300
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 283
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 270
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 264
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 134
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 119
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 85
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 80
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 72
samholt / NeuralLaplace
Neural Laplace: Differentiable Laplace Reconstructions for modelling any time observation with O(1) complexity.
dde deep-learning deep-neural-networks delay-differential-equations differential-equations dynamical-systems forced-ode ide ilt integro-differential-equations inverse-laplace-transform laplace-transform neural-differential-equations neural-network ode pytorch riemann-sphere stereographic-projection stiff-ode
Language:Python 61
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)
bvp differential-equations differentialequations gpu neural-bvp neural-differential-equations neural-ode scientific-machine-learning sciml
Language:Julia 40
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 29
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
24
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)
continuous-time-sequence-processing controlled-differential-equations fast-weight-programmers fast-weights neural-differential-equations neural-odes
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
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
Song921012 / MathEpiDeepLearningTutorial
Tutorials on math epidemiology and epidemiology informed deep learning methods
data-science machine-learning statistics deep-learning time-series julia data-analysis bayesian-inference mathematical-epidemiology mathematical-biology bayesian-deep-learning data-driven-model scientific-machine-learning neural-differential-equations probabilistic-machine-learning universal-differential-equations epidemiological-models physics-informed-neural-networks
Language:Julia 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"
universal-differential-equations neural-differential-equations effective-reproduction-number
Language:Julia 1
i-m-iron-man / NDE_Foraging
A dynamical systems approach to adaptive patch foraging by using Neural Differential Equations.
dynamical foraging jax neural-differential-equations python
Language:Jupyter Notebook 0

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

juliusberner / neural_ode_julia

Song921012 / MathEpiDeepLearningTutorial

sourav-roni / BCR-DE

davudtopalovic / Neural-Differential-Equations

Song921012 / EstimatingRtDeepL

i-m-iron-man / NDE_Foraging