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.
Patent No.:
Date of Patent:
Jun. 24, 2025
Filed:
Sep. 01, 2021
International Business Machines Corporation, Armonk, NY (US);
Sattwati Kundu, Bangalore, IN;
Samiulla Zakir Hussain Shaikh, Bangalore, IN;
International Business Machines Corporation, Armonk, NY (US);
Abstract
Embodiments of the present invention provide computer-implemented methods, computer program products and computer systems. Embodiments of the present invention can, in response to receiving information, generate a data profile for a model that includes metadata for data requirements, model specific requirements, and data quality metrics. Embodiments of the present invention can generate one or more perturbations for training data associated with the received information and validate at least one perturbation of the one or more perturbations of training data as relevant test data based, at least in part on context associated with the model. Embodiments of the present invention can then generate one or more test scenarios based on the at least one validated perturbation and varying hyperparameters of the model and generate a test report based on an execution of at least one generated test scenario of the generated one or more test scenarios.