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US Patent 11625602 Detection of machine learning model degradation

Patent 11625602 was granted and assigned to SAP SE on April, 2023 by the United States Patent and Trademark Office.

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Is a
Patent
Patent
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Patent attributes

Patent Applicant
SAP SE
SAP SE
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Current Assignee
SAP SE
SAP SE
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Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
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Patent Number
116256020
Patent Inventor Names
Siar Sarferaz0
Date of Patent
April 11, 2023
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Patent Application Number
165676950
Date Filed
September 11, 2019
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Patent Citations
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US Patent 10438212 Ensemble machine learning based predicting customer tickets escalation
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Patent Citations Received
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US Patent 11914462 Detecting system events based on user sentiment in social media messages
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Patent Primary Examiner
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Yosef K Laekemariam
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CPC Code
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G06N 5/04
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G06N 3/084
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G06N 20/00
0
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G06N 3/08
0
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G06N 20/20
0

A method may include training, based on a first training dataset, a machine learning model. A degradation of the machine learning model may be detected based on one or more accuracy key performance indicators including a prediction power metric and a prediction confidence metric. The degradation of the machine learning model may also be detected based on a drift and skew in an input dataset and/or an output dataset of the machine learning model. Furthermore, the degradation of the machine learning model may be detected based on an explicit feedback and/or an implicit feedback on a performance of the machine learning model. In response to detecting the degradation of the machine learning model, the machine learning model may be retrained based on a second training dataset that includes at least one training sample not included in the first training dataset. Related systems and articles of manufacture are also provided.

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