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:
Jul. 25, 2023

Filed:

Jan. 31, 2021
Applicant:

Walmart Apollo, Llc, Bentonville, AR (US);

Inventors:

Xuan Cao, Santa Clara, CA (US);

Lu Wang, Cupertino, CA (US);

Wei Shen, Pleasanton, CA (US);

Assignee:

WALMART APOLLO, LLC, Bentonville, AR (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/04 (2023.01); G06Q 30/0242 (2023.01); G06Q 30/0241 (2023.01); G06N 3/08 (2023.01);
U.S. Cl.
CPC ...
G06Q 30/0247 (2013.01); G06N 3/04 (2013.01); G06N 3/08 (2013.01); G06Q 30/0242 (2013.01);
Abstract

A system including one or more processors and one or more non-transitory computer-readable media storing computing instructions configured to run on the one or more processors and perform extracting meta features for an item to generate sparse feature embeddings for the item; reducing, using a multilayer perceptron, a dimension of the sparse feature embeddings to generate a representation vector for the meta features; extracting, using a recurrent neural network, sequential data from dense traffic features for the item over a period of time; and inputting the representation vector for the meta features and the sequential data from the dense traffic features into a multilayer neural network with a rectified linear unit (ReLU) activation function and a scoring layer to generate one or more performance metrics for the item. Other embodiments are disclosed.


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