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:
Sep. 01, 2026

Filed:

Feb. 25, 2022
Applicant:

Dell Products L.p., Round Rock, TX (US);

Inventor:

Victor Fong, Melrose, MA (US);

Assignee:

Dell Products L.P., Round Rock, TX (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/50 (2006.01); G06F 9/455 (2018.01); G06N 5/02 (2023.01);
U.S. Cl.
CPC ...
G06F 9/5077 (2013.01); G06F 9/45558 (2013.01); G06N 5/027 (2013.01); G06F 2009/4557 (2013.01);
Abstract

Techniques are disclosed for virtualized computing resource management for machine learning model-based processing in a computing environment. For example, a method maintains one or more virtualized computing resources, wherein each of the one or more virtualized computing resources is created and one or more initializations are caused to be performed. After creation and performance of the one or more initializations, each of the one or more virtualized computing resources is placed in an idle state. The method then receives a machine learning model-based request, and removes at least one of the one or more virtualized computing resources from the idle state to process the machine learning model-based request.


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