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:
Jun. 09, 2026
Filed:
Jan. 05, 2023
Digital content classification and recommendation using constraint-based predictive machine learning
Fmr Llc, Boston, MA (US);
Serdar Kadioglu, Somerville, MA (US);
FMR LLC, Boston, MA (US);
Abstract
Methods and apparatuses are described for digital content classification and recommendation using constraint-based predictive machine learning. A server trains a machine learning (ML) recommendation model to generate digital content layouts each comprising digital content item slots arranged according to one or more digital content selection constraints. The server receives user profile information for a first user. The server executes the trained ML recommendation model to generate a plurality of digital content item displays, each including a selected digital content item placed in each slot. The server determines, for each digital content item display, an interaction prediction score for each digital content item in the display. The server selects a digital content item display based upon the interaction predictions scores. The server transmits the selected digital content item display to a client device.