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:
May. 26, 2020

Filed:

Feb. 13, 2018
Applicant:

Snap Inc., Santa Monica, CA (US);

Inventors:

Xinran He, Los Angeles, CA (US);

Jie Luo, Marina Del Rey, CA (US);

Sushobhan Nayak, Marina del Rey, CA (US);

Zhou Ren, Los Angeles, CA (US);

Christophe Jacky Henri Van Gysel, Amsterdam, NL;

Assignee:

Snap Inc., Santa Monica, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/435 (2019.01); G06Q 50/00 (2012.01); G06N 20/00 (2019.01); G06F 16/951 (2019.01); G06F 16/2457 (2019.01);
U.S. Cl.
CPC ...
G06F 16/435 (2019.01); G06F 16/24578 (2019.01); G06F 16/951 (2019.01); G06N 20/00 (2019.01); G06Q 50/01 (2013.01);
Abstract

Systems and methods are provided for generating training data from queries and user interactions associated with media collections related to the queries, and training a machine learning model using the generated training data to generate a trained machine learning model. The systems and methods further provide for receiving a prediction request comprising a query for relevant media collections, analyzing the query to determine query features, determining a plurality of media collections for the query, analyzing the plurality of media collections to determine media collection features for each media collection of the plurality of media collections, and generating, using the trained machine learning model, a semantic matching score for each media collection of the plurality of media collections based on matching the query features to the media collection features for each media collection of the plurality of media collections.


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