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.
Patent No.:
Date of Patent:
May. 20, 2025
Filed:
Dec. 22, 2023
Roku, Inc., San Jose, CA (US);
Kapil Kumar, London, GB;
Abhishek Majumdar, Santa Clara, CA (US);
Nitish Aggarwal, Sunnyvale, CA (US);
Srimaruti Manoj Nimmagadda, Saratoga, CA (US);
Roku, Inc., San Jose, CA (US);
Abstract
Disclosed herein are system, method and/or computer program product embodiments, and/or combinations and sub-combinations thereof, for generating a prediction based on a query. An embodiment operates by providing a query to a deep machine learning (ML) model. The deep ML model generates a plurality of query projection embeddings by projecting the query into each of a plurality of different query embedding spaces and generates the prediction based at least on the plurality of query projection embeddings. Each of a plurality of query projection embedding layers of the deep ML may generate a corresponding one of the query projection embeddings by applying a hash function associated with the query projection layer to the query to generate a vector representation of the query, and applying a set of weights associated with the query projection layer to the vector representation to generate a query projection embedding in the plurality of query projection embeddings.