Patent №
US 11,625,602
Granted
2023-04-11
Filed 2019
Owner
SAP SE
Lab
—
AI components
5
ml · nlp · vision · planning · hardware
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
16567695
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.
AI classification
Ownership
SAP SE
assignment · 503440346
Assignors
SARFERAZ, SIAR
On an employer assignment, the assignors are typically the inventors.