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Is inference on perhiperal instead of central viable?

Hi, I found interest in this project as I would like to achieve something similar.

Is there any reason why inference is done on the central instead of the perhiperal?
It would be more efficient to only send results from inference instead of all the accelerometer data.

Best Regards,
Tor

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