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:
Apr. 11, 2023
Filed:
Jan. 31, 2020
Rsa Security Llc, Bedford, MA (US);
Alex Zaslavsky, Brookline, MA (US);
Arkady Koganov, Chestnut Hill, MA (US);
Anatoly Gendelev, Rahovot, IL;
RSA Security LLC, Bedford, MA (US);
Abstract
Techniques are provided for generating performance improvement recommendations for machine learning models. One method comprises evaluating performance metrics for multiple implementations of a machine learning model; computing a performance score that aggregates the performance metrics for a given machine learning model implementation; and recommending a modification to the given machine learning model implementation based on the performance score by evaluating one or more performance metrics for the given implementation relative to at least one additional performance metric for the given implementation, wherein the recommended modification is based on a performance with the recommended modification for another implementation. A given performance metric may be weighted based on an expected improvement from modifying a factor related to the given performance metric. The recommended modification to the given machine learning model implementation may comprise an indication of the expected improvement for the modification.