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US Patent 11204847 Machine learning model monitoring

Patent 11204847 was granted and assigned to Microsoft on December, 2021 by the United States Patent and Trademark Office.

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Is a
Patent
Patent
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Patent attributes

Patent Applicant
Microsoft
Microsoft
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Current Assignee
Microsoft
Microsoft
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
112048470
Patent Inventor Names
Zheng Li0
Shilpa Gupta0
Yanbin Jiang0
Yang Yang0
Boyi Chen0
Kexin Nie0
Date of Patent
December 21, 2021
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Patent Application Number
162287610
Date Filed
December 21, 2018
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Patent Citations Received
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US Patent 11595415 Root cause analysis in multivariate unsupervised anomaly detection
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US Patent 11521084 Anomaly detection in a data processing system
Patent Primary Examiner
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Katherine Lin
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Patent abstract

Technologies for monitoring performance of a machine learning model include receiving, by an unsupervised anomaly detection function, digital time series data for a feature metric; where the feature metric is computed for a feature that is extracted from an online system over a time interval; where the machine learning model is to produce model output that relates to one or more users' use of the online system; using the unsupervised anomaly detection function, detecting anomalies in the digital time series data; labeling a subset of the detected anomalies in response to a deviation of a time-series prediction model from a predicted baseline model exceeding a predicted deviation criterion; creating digital output that identifies the feature as associated with the labeled subset of the detected anomalies; causing, in response to the digital output, a modification of the machine learning model.

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