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:
Apr. 07, 2026

Filed:

Dec. 01, 2022
Applicant:

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

Inventors:

Lei Gao, Xian, CN;

Jin Wang, Xian, CN;

A Peng Zhang, Xian, CN;

Kai Li, Xian, CN;

Matthew Wayne Howard, Racine, MN (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 8/71 (2018.01);
U.S. Cl.
CPC ...
G06F 8/71 (2013.01);
Abstract

An embodiment for an improved method of automated version management for machine learning pipeline development is provided. The embodiment may compute a quality value of a target machine learning pipeline at a predetermined regular interval and automatically save updated versions of the target machine learning pipeline. The embodiment may extract a series of key features from detected versions of the target machine learning pipeline and cluster the detected versions of the target machine learning model pipeline by the extracted series of key features. The embodiment may identify a highest-quality version within each of a series of generated clusters. The embodiment may compute similarity scores for subsets of versions within each of the series of generated clusters. The embodiment may generate and output to a user, a visual representation of the series of generated clusters including version quality data and version similarity data.


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Gao, Lei. (2026). Version management for machine learning pipeline building (U.S. Patent No. 12596547). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12596547

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