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scientific-ai

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SciML / DiffEqFlux.jl

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Turn an example from robotics and control into a tutorial?

4

ChrisRackauckas commented Jan 13, 2021

https://arxiv.org/abs/2012.06684

@samuela is there code to share that could become a tutorial? I think it would be good to make one.

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good first issue

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neural_ode_sciml example fails when Dense layer replaced by GRU

19

Open

Galerkin Neural ODEs

8

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SciML / NeuralPDE.jl

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GPU Low-level api example

KirillZubov commented Jul 18, 2021

add in docs and in testset a Low-level API example with GPU

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good first issue

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Interactive plot script analysis of results

2

Open

PINNs Lorenz param estim : kink in the output path of the predicted variables

20

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SciML / 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

julia ode dde probabilistic-programming differential-equations stan ordinary-differential-equations sde dae stochastic-differential-equations neural-ode scientific-machine-learning neural-differential-equations scientific-ml scientific-ai sciml

Updated Dec 3, 2021
Julia

SciML / DiffEqJump.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)

ssa ode stochastic differential-equations sde gillespie jump-diffusion neural-ode scientific-machine-learning neural-differential-equations scientific-ml scientific-ai hybrid-differential-equation stochastic-jump-equations sciml

Updated May 6, 2022
Julia

SciML / MultiScaleArrays.jl

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

models ode dde differential-equations differentialequations sde dae multiscale neural-ode scientific-machine-learning neural-differential-equations scientific-ml scientific-ai hybrid-differential-equations sciml

Updated Dec 22, 2021
Julia

SciML / DiffEqParamEstim.jl

Sponsor

Easy scientific machine learning (SciML) parameter estimation with pre-built loss functions

estimation ode dde differential-equations parameter-estimation ordinary-differential-equations differentialequations sde dae stochastic-differential-equations differential-algebraic-equations neural-ode scientific-ai scientfic-ml

Updated Dec 7, 2021
Julia

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