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US Patent 11551153 Localized learning from a global model

Patent 11551153 was granted and assigned to Google on January, 2023 by the United States Patent and Trademark Office.

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Is a
Patent
Patent
1

Patent attributes

Patent Applicant
Google
Google
1
Current Assignee
Google
Google
1
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
1
Patent Number
115511531
Patent Inventor Names
Daniel Ramage1
Jeremy Gillmor Kahn1
Date of Patent
January 10, 2023
1
Patent Application Number
170827301
Date Filed
October 28, 2020
1
Patent Citations Received
‌
US Patent 12118372 App usage models with privacy protection
2
Patent Primary Examiner
‌
Tsu-Chang Lee
1
CPC Code
‌
G06N 20/00
1

Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for obtaining a global model for a particular activity, the global model derived based on input data representing multiple observations associated with the particular activity performed by a collection of users; determining, using the global model, expected data representing an expected observation associated with the particular activity performed by a particular user; receiving, by a computing device operated by the particular user, particular data representing an actual observation associated with the particular activity performed by the particular user; determining, by the computing device and using (i) the expected data and (ii) the particular data, residual data of the particular user; and deriving a local model of the particular user based on the residual data.

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