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:
Sep. 23, 2025
Filed:
Dec. 06, 2021
Microsoft Technology Licensing, Llc, Redmond, WA (US);
Oren Barkan, Tel-Aviv, IL;
Roy Hirsch, Tel Aviv, IL;
Ori Katz, Tel-Aviv, IL;
Avi Caciularu, Tel-Aviv, IL;
Yonathan Weill, Tel-Aviv, IL;
Noam Koenigstein, Tel Aviv, IL;
Nir Nice, Salit, IL;
Microsoft Technology Licensing, LLC, Redmond, WA (US);
Abstract
A method of training a machine learning model is provided. The method includes receiving labeled training data in the machine learning model, the received labeled training data including content data for items accessible to a user and input usage data representing recorded interaction between the user and the items, wherein the received content data for each item includes data representing intrinsic attributes of the item. The method further includes selecting a set of the input usage data that excludes input usage data for a proper subset of the items and training the machine learning model based on both the content data and the selected set of input usage data of the received labeled training data for the items.