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. 24, 2024

Filed:

Feb. 15, 2023
Applicant:

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

Inventors:

Kalanand Mishra, Mountain View, CA (US);

Christopher Vito Covalucci, Herndon, VA (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 9/451 (2018.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 9/451 (2018.02); G06N 20/00 (2019.01);
Abstract

Systems and methods of the present disclosure provide dynamic and context sensitive user experience optimization by receiving an interface rendering request from a user device associated with a user and accessing user data of the user. A trained rendering type machine learning model is used to predict a rendering type for displaying a user interface (UI) to the user, based on the user data. A trained rendering template machine learning model is used to predict an interface rendering template for the UI rendering based on the rendering type and the user data. A trained presentation machine learning model is used to predict a presentation item to display in the rendering template based on the rendering type, and the user data. The user device is instructed to render the UI on a display so as to dynamically display a context sensitive UI including the presentation item according to the rendering template.


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