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:
Jul. 20, 2021
Filed:
Jun. 29, 2017
Applicant:
Facebook, Inc., Menlo Park, CA (US);
Inventors:
Andrey Malevich, San Francisco, CA (US);
Ou Jin, Fremont, CA (US);
Assignee:
Facebook, Inc., Menlo Park, CA (US);
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 17/18 (2006.01); G06F 17/11 (2006.01); G06F 16/2458 (2019.01); G06N 5/02 (2006.01); G06F 17/16 (2006.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 16/2468 (2019.01); G06F 17/11 (2013.01); G06F 17/18 (2013.01); G06N 5/022 (2013.01); G06F 16/2462 (2019.01); G06F 17/16 (2013.01);
Abstract
The present disclosure is directed to a high-capacity training and prediction machine learning platform that can support high-capacity parameter models (e.g., with 10 billion parameters). The platform generates a model for a metric of interest based on a known training set. The model includes parameters indicating importances of different features of the model, taken both singly and in pairs. The model may be applied to predict a value for the metric for given sets of objects, such as for a pair consisting of a user object and a content item object.