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Maybe not fully train but fine tune on the user data ( images, voice, surroundings, etc, etc)

oh, you're talking about updating parameters. Maybe sending that new data home and train a new model and then update parameters across all devices in fleet.

Maybe sending that new data home

I'd assume Apple does not allow this.

Apple would allow this with privacy statements, it's practically the industry standard right now. Of course Facebook is doing this for instance.

However it could be a killer feature to have easy api's for doing personalization all on device.

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