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US Patent 11507836 Federated learning using local ground truth estimation

Patent 11507836 was granted and assigned to Apple (company) on November, 2022 by the United States Patent and Trademark Office.

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Contents

Is a
Patent
Patent

Patent attributes

Patent Applicant
Apple (company)
Apple (company)
Current Assignee
Apple (company)
Apple (company)
Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
11507836
Date of Patent
November 22, 2022
Patent Application Number
17122327
Date Filed
December 15, 2020
Patent Citations
‌
US Patent 10438212 Ensemble machine learning based predicting customer tickets escalation
‌
US Patent 11223637 Detecting attacks on web applications using server logs
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US Patent 11403540 On-device machine learning platform
Patent Citations Received
‌
US Patent 12111885 Image dispositioning using machine learning
0
Patent Primary Examiner
‌
Jerome Grant, II
CPC Code
‌
G06T 7/50
‌
G06T 7/70
‌
G06T 2207/10028
‌
G06K 9/6255
‌
G06T 2207/20084
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G10L 15/24
‌
G06N 3/08
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G06T 2207/20081
...

Various implementations disclosed herein include devices, systems, and methods that involve federated learning techniques that utilize locally-determined ground truth data that may be used in addition to, or in the alternative to, user-provided ground truth data. Some implementations provide an improved federated learning technique that creates ground truth data on the user device using a second prediction technique that differs from a first prediction technique/model that is being trained. The second prediction technique may be better but may be less suited for real time, general use than the first prediction technique.

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