USING PROXIES TO ENABLE ON-DEVICE MACHINE LEARNING

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United States of America Patent

SERIAL NO

15275355

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Abstract

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Systems and methods are disclosed for a server generating a plurality of proxy prediction models for each of a plurality of applications for use by client devices. Providing a prediction model based on a data distribution that more closely matches the user private data of the actual user of the client device, as opposed to a generic model, can improve the accuracy of predictions and improve the benefits to the user of the client device. The plurality of prediction models are generated by a server and provided to a plurality of clients. For a particular application, a client device can use previously collected private user data to select one of the plurality of prediction models for the application as being a closest matching prediction model to use for a particular user.

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Patent Owner(s)

Patent OwnerAddress
APPLE INCONE APPLE PARK WAY CUPERTINO CA 95014

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Mathew, Binu K Los Gatos, US 14 308
Ng, Julia C San Jose, US 2 90
Zerbe, Jared L Woodside, US 215 5636

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