universal-differential-equations

There are 1 repository under universal-differential-equations topic.

ChrisRackauckas / universal_differential_equations
Repository for the Universal Differential Equations for Scientific Machine Learning paper, describing a computational basis for high performance SciML
universal-differential-equations neural-ode sciml scientific-machine-learning
Language:Julia 214
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
Mathepia / awesome-sciml
Awesome-spatial-temporal-scientific-machine-learning-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.
bayesian-deep-learning bayesian-inference data-science deep-learning julia machine-learning mathematical-biology mathematical-epidemiology neural-ode physics-informed-neural-networks pinns probabilistic-machine-learning probabilistic-programming scientific-computing scientific-machine-learning time-series universal-differential-equations
Language:JavaScript 7
JuliaEpi / MathepiaModels.jl
Epidemic spatial and temporal model setup and simulation. Focusing on state of the art epidemiology models such as universal differential equations, epidemiology-informed deep learning models. Part of Mathepia.jl
mathematical-biology mathematical-epidemiology physics-informed-neural-networks universal-differential-equations epidemic-model
Language:Julia 4
JuliaEpi / Mathepia.jl
Spatial and temporal epidemiology data mining flow tools including data processing and analysis, model setup and simulation, inference and evaluation. Focusing on state-of-the-art methods such as universal differential equations, epidemiology-informed deep learning methods.
mathematical-epidemiology data-science time-series time-series-analysis universal-differential-equations bayesian-inference julia scientific-machine-learning mathematical-biology physics-informed-neural-networks probablistic-machine-learning
Language:Julia 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
facusapienza21 / UDESphere
Fitting Paths in the Sphere using UDEs
non-parametric-regression paleomagnetism universal-differential-equations
Language:Jupyter Notebook 1
Song921012 / DiscoverFirstPrincipleBehaviorChangeModel
Codes for Paper "Discovering first-principle behavior change transmission models by deep learning methods, Pengfei Song, Yanni Xiao, Jianhong Wu."
deep-learning mathematical-epidemiology universal-differential-equations
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
sosiristseng / jl-ude
Solving Universal Differential Equations in Julia
julia jupyter-notebook partial-differential-equations jupyter-book sciml universal-differential-equations
Language:Julia 1
Song921012 / OptEpiDeepL
Optimal epidemic control by deep learning techniques
universal-differential-equations epidemic-model optimal-control control
Language:Julia