Apple Inc.

Thi Hai Van Do

Gaurav Kapoor

Vignesh Jagadeesh

Julien F Freudiger

Abhishek Bhowmick

Sowmya Gopalan

Ryan M Rogers

Guillaume Tartavel

Kalu Onuka Kalu

Alexis Hugo Louis Durocher

John Duchi

Stephen Cosman

Marcelo Lotif Araujo

Michael Chatzidakis

Embodiments described herein provide for a non-transitory machine-readable medium storing instructions to cause one or more processors to receive, at a client device, a machine learning model from a server, detect a usage pattern for a content item, store an association between the content item and the detected usage pattern in local data, train the machine learning model using local data for the content item with the detected usage pattern to generate a trained machine learning model, generate an update for the machine learning model, privatize the update for the machine learning model, and transmit the privatized update for the machine learning model to the server.

User behavior model development with private federated learning

Growing community of inventors

Santa Clara, CA, United States of America

Thi Hai Van Do