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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.:

US 12430581 B1

PDFFull Text
Date of Patent:
Sep. 30, 2025

Filed:

Feb. 15, 2021

Machine learning training device

Applicant:

Bank of America Corporation, Charlotte, NC (US);

Inventors:

Lingaraj Sabat, Hyderabad, IN;

Madhusudhanan Krishnamoorthy, Chennai, IN;

Assignee:

Bank of America Corporation, Charlotte, NC (US);

Attorney:

Banner & Witcoff, Ltd.

Primary Examiner:

Kamran Afshar

Assistant Examiner:

Steven Phung

Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 18/21 (2023.01); G06F 18/211 (2023.01); G06F 18/23 (2023.01); G06F 18/25 (2023.01); G06V 10/75 (2022.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 18/211 (2023.01); G06F 18/217 (2023.01); G06F 18/23 (2023.01); G06F 18/25 (2023.01); G06V 10/751 (2022.01);
Abstract

A machine learning training device having a clustering device configured to group machine learning training requests into a consolidated training block. The clustering device includes an isomorphism engine and an energy estimator configured to construct the consolidated training block based upon an amount of energy that will be saved by training the machine learning training requests together, thereby reducing an overall energy consumption by machine learning processes.

Find Patent Forward Citations

Sabat, Lingaraj. (2025). Machine learning training device (U.S. Patent No. 12430581). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12430581

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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