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:
Mar. 11, 2025

Filed:

Sep. 27, 2020
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Manish Anand Bhide, Hyderabad, IN;

Harivansh Kumar, Hyderabad, IN;

Arunkumar Kalpathi Suryanarayanan, Chennai, IN;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 8/65 (2018.01); G06F 8/71 (2018.01); G06F 18/2113 (2023.01); G06N 20/00 (2019.01); G06V 10/75 (2022.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 8/65 (2013.01); G06F 18/2113 (2023.01); G06V 10/757 (2022.01); G06F 8/71 (2013.01);
Abstract

A method, system, and computer program product for generating lineage events of machine learning models. The method may include identifying a machine learning model with missing lineage. The method may also include generating a creation event and deployment event for the machine learning model. The method may also include generating a version change event for the machine learning model. Generating the version change event may include identifying one or more predicted data points with a low model confidence; rescoring the one or more predicted data points based on the machine learning model at a second time period; determining that the updated one or more predicted data points are significantly different than the one or more predicted data points; and determining that there is a new version of the machine learning model. The method may also include creating a lineage path for the machine learning model.


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