Thanks! It should definitely be possible to create a good sounding tube amp model with machine learning. I would suggest starting by checking out Keith Bloemer's SmartGuitarAmp project. He has some scripts for training guitar amp neural networks specifically: https://github.com/GuitarML/SmartAmpPro.