neural-differential-equations topic

List neural-differential-equations repositories

DiffEqBase.jl

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The lightweight Base library for shared types and functionality for defining differential equation and scientific machine learning (SciML) problems

DiffEqGPU.jl

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GPU-acceleration routines for DifferentialEquations.jl and the broader SciML scientific machine learning ecosystem

DiffEqBayes.jl

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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

torchdyn

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A PyTorch library entirely dedicated to neural differential equations, implicit models and related numerical methods

FasterNeuralDiffEq

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Code for "'Hey, that's not an ODE:' Faster ODE Adjoints via Seminorms" (ICML 2021)

diffeqml-research

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This repository contains code released by DiffEqML Research

MultiScaleArrays.jl

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A framework for developing multi-scale arrays for use in scientific machine learning (SciML) simulations

JumpProcesses.jl

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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)

BoundaryValueDiffEq.jl

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Boundary value problem (BVP) solvers for scientific machine learning (SciML)

DiffEqProblemLibrary.jl

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A library of premade problems for examples and testing differential equation solvers and other SciML scientific machine learning tools