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:
Nov. 25, 2025
Filed:
Jul. 18, 2023
Netflix, Inc., Los Gatos, CA (US);
Andrew David Eichacker, Overland Park, KS (US);
Anselm Lau, San Francisco, CA (US);
Aryan Mehra, Los Gatos, CA (US);
Jason Nicholas Munning, Oakland, CA (US);
Farnaz Karimdady Sharifabad, Fremont, CA (US);
Prasanna Vijayanathan, Sunnyvale, CA (US);
Chaïna Wade, Santa Cruz, CA (US);
Netflix, Inc., Los Gatos, CA (US);
Abstract
A computer-implemented method includes identifying static information associated with a computing device that is running a media playback application. The method also includes monitoring the media playback application during a playback session to identify dynamic information associated with the playback session. Still further, the method includes instantiating a trained machine learning (ML) model to determine, based on historical usage data associated with the media playback application, a likelihood that the media playback application will experience an out of memory kill. The trained ML model implements a graded window to indicate a scaled likelihood that an out of memory kill will occur within a specified timeframe. Then, according to the trained ML model's determination, the method generates a prediction that an out of memory kill will occur for the media playback application within the specified timeframe. Various other methods, systems, and computer-readable media are also disclosed.