Company Filing History:
Years Active: 2025
Title: Zhenning Tan: Innovator in Voice-Based User Recognition
Introduction
Zhenning Tan is a prominent inventor based in Union City, CA (US). He has made significant contributions to the field of voice recognition technology. His innovative work focuses on enhancing user interaction through advanced machine learning techniques.
Latest Patents
Zhenning Tan holds a patent for a groundbreaking technology titled "Voice-based user recognition." This patent describes techniques for performing voice-based user recognition. When a device receives audio data corresponding to a spoken user input, it generates spoken user input embedding data that represents the speech characteristics of the spoken user input. The device also identifies user embedding data that represents the speech characteristics of a user known to the device. A machine learning model processes the spoken user input embedding data to generate reduced spoken user input embedding data, which includes a reduced number of dimensions. These dimensions are functions of the higher number of dimensions of the spoken user input embedding data. Furthermore, the ML model processes the user embedding data to generate reduced user embedding data, which is also characterized by a reduced number of dimensions. This data is specifically tuned to the characteristics of users of the device. A comparison of the reduced spoken user input embedding data and the reduced user embedding data is utilized to determine whether the user spoke the user input.
Career Highlights
Zhenning Tan is currently employed at Amazon Technologies, Inc. His work at Amazon has allowed him to explore and develop innovative solutions in voice recognition technology. He has successfully contributed to the advancement of user recognition systems, enhancing the overall user experience.
Collaborations
Zhenning has collaborated with talented coworkers, including Eunjung Han and Ruirui Li. Their combined expertise has fostered a collaborative environment that encourages innovation and creativity in their projects.
Conclusion
Zhenning Tan is a notable inventor whose work in voice-based user recognition has the potential to transform user interaction with technology. His contributions to the field are significant and continue to pave the way for future advancements in voice recognition systems.