NeuralODE and ModelingToolkit

Specific Domains Machine Learning
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1

I would like to do statespace analysis. ModelingToolkit provides some very useful constructs to do this. I was wondering if there is a way to analyse NeuralODE’s (trained using DiffEqFlux) using ModelingToolkit?
Thanks

2

DataDrivenDiffEq.jl has a nice way of transforming neural ODEs back to MTK symbolic expressions via SInDy. I explain exactly how to do this in the scientific machine learning workshop (like 3 hours in?)

3

Many thanks for the prompt response. It is at 3hr 16 mins in the youtube video.
I have a reaction, will try ISInDy and see how it goes.