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:
Oct. 24, 2023
Filed:
Oct. 29, 2021
Roku, Inc., San Jose, CA (US);
Amit Paliwal, Fremont, CA (US);
Andrey Marsavin, San Jose, CA (US);
Govind Vaidya, San Ramon, CA (US);
Wim Michiels, San Jose, CA (US);
Beth Teresa Logan, Cambridge, MA (US);
Zheng Han, Jersey City, NJ (US);
Tapan Oza, Round Rock, TX (US);
Vijay Anand Raghavan, Newton, MA (US);
ROKU, INC., San Jose, CA (US);
Abstract
Disclosed herein are system, apparatus, article of manufacture, method and/or computer program product embodiments, and/or combinations and sub-combinations thereof, for modifying one or more parameters of a data streaming bitrate selection algorithm based on machine learning. An example embodiment operates by training and operating a first machine learning model to predict a sustainable network bandwidth. A second machine learning model is trained to receive the sustainable network bandwidth and predict a likelihood that this network bandwidth will not empty a data buffer of streaming data. A bitrate is selected based on the likelihood being below a threshold percentage, such as 50%.