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. 10, 2024

Filed:

Nov. 30, 2021
Applicant:

Capital One Services, Llc, McLean, VA (US);

Inventors:

Galen Rafferty, Mahomet, IL (US);

Reza Farivar, Champaign, IL (US);

Anh Truong, Champaign, IL (US);

Mark Watson, Urbana, IL (US);

Vincent Pham, Seattle, WA (US);

Austin Walters, Savoy, IL (US);

Jeremy Goodsitt, Champaign, IL (US);

Assignee:

Capital One Services, LLC, McLean, VA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/50 (2006.01); G06F 11/34 (2006.01); G06F 21/62 (2013.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 9/5016 (2013.01); G06F 9/5027 (2013.01); G06F 11/3409 (2013.01); G06F 21/6245 (2013.01); G06N 20/00 (2019.01);
Abstract

An example method includes receiving historical usage data associated with computing services provided by distributed servers and an inference model. The inference model is configured to receive a request and make an inference based on the request. The method further includes training a machine learning model to determine a correlation between usage of a first computing service of the and usage of the inference model. The correlation indicates that a first spike in usage of the first computing service precedes a second spike in usage of the inference model. The method further includes receiving, in real-time, current usage data associated with the first computing service. The method further includes determining, based on the current usage data and the correlation, that the current usage data is indicative of the first spike in usage of the first computing service that precedes the second spike in usage of the inference model.


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