The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Dec. 30, 2025

Filed:

Nov. 28, 2022
Applicant:

Sap SE, Walldorf, DE;

Inventor:
Assignee:

SAP SE, Walldorf, DE;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/451 (2018.01); G06F 40/279 (2020.01); G06F 40/35 (2020.01); G06N 20/20 (2019.01);
U.S. Cl.
CPC ...
G06F 9/453 (2018.02); G06F 40/279 (2020.01); G06F 40/35 (2020.01); G06N 20/20 (2019.01);
Abstract

A method may include training, based at least on a first data, a machine learning model to perform one or more natural language processing tasks. The trained machine learning model may be deployed to a production environment to support natural language based interactions with a digital assistant. A plurality of performance metrics may be generated to include explanation data associated with the deployed machine learning model operating on a second data as well as one or more data characteristics of the second data such as data drift, data bias, and outliers. A user interface may be generated to display, at a client device, a visual representation of at least a portion of the plurality of performance metrics associated with the deployed machine learning model. Related methods and computer program products are also disclosed.


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