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How small are these models? can I export a model here and embed it in an Android/ios app?

The website says they can be embedded in a web app, and export to a format called TensorFlow Lite. I am sure you could embed it.

TF Lite has first-class Android support with hardware acceleration if I'm not mistaken.

You can supposedly embed them for Arduinos, so an app should be no problem.