Hanmu Zuo

Title: The Innovative Mind of Hanmu Zuo

Introduction

Hanmu Zuo is a prominent inventor based in Toronto, Canada. He has made significant contributions to the field of technology, particularly in personalized visual search systems. His work focuses on enhancing user experience through innovative search methodologies.

Latest Patents

Hanmu Zuo holds a patent for a "Web-scale personalized visual search recommendation service." This patent describes systems and methods directed to returning personalized image-based search results. In his invention, a query that includes an image may be received, and a personalized item embedding is generated based on the image and user profile information associated with a user. Furthermore, a plurality of candidate images is obtained based on the personalized item embedding. These candidate images are then ranked according to a predicted level of user engagement for a user, and diversified to ensure visual diversity among the ranked images. A portion of the diversified images is returned in response to an image-based search.

Career Highlights

Hanmu Zuo is currently associated with Microsoft Technology Licensing, LLC, where he continues to innovate and develop new technologies. His work has garnered attention for its potential to revolutionize how users interact with visual content online.

Collaborations

Some of his notable coworkers include Li Huang and Rui Xia, who contribute to the collaborative environment that fosters innovation at Microsoft.

Conclusion

Hanmu Zuo's contributions to personalized visual search technology exemplify the impact of innovative thinking in the tech industry. His patent reflects a commitment to enhancing user engagement through advanced search methodologies.