公开(公告)号：US20240370808A1

公开(公告)日：2024-11-07

申请号：US18144082

申请日：2023-05-05

Applicant: Microsoft Technology Licensing, LLC

Inventor： Alice Hing-Yee Leung ,  Nikita G. Zhiltsov ,  Girish Kathalagiri Somashekariah ,  Daniel Sairom Krishnan Hewlett ,  Yeou Shya Chiou ,  Sang Wook Park

IPC: G06Q10/0639 ,  G06N3/08 ,  G06Q10/1053

Abstract: Techniques for increasing computer system efficiency using unified encoding are disclosed. In some embodiments, a computer-implemented method comprises: for each skill in a plurality of skills, obtaining a plurality of features for the skill, each feature in the plurality of features comprising a different type of signal indicating a relationship between the skill and a first user; computing a unified embedding of the plurality of features of the plurality of skills for the first user using a neural network and the plurality of features for each skill in the plurality of skills, the computing the unified embedding comprising inputting the plurality of features for each skill in the plurality of skills into the neural network; and using the unified embedding for the first user in an application of an online service, the using the unified embedding comprising causing content to be displayed within a GUI of the application based on the unified embedding.