Zheng Han

Title: Zheng Han: Innovator in Machine Learning for Data Streaming

Introduction

Zheng Han is a prominent inventor based in Jersey City, NJ (US). He has made significant contributions to the field of machine learning, particularly in the area of adaptive bitrate selection for data streaming. With a total of 3 patents, his work is paving the way for advancements in efficient data transmission.

Latest Patents

Zheng Han's latest patents focus on the use of machine learning to enhance data streaming experiences. One of his notable inventions involves a system and method for modifying parameters of a data streaming bitrate selection algorithm. This innovative approach includes training a machine learning model to predict sustainable network bandwidth. Additionally, a second model is trained to assess the likelihood that the available bandwidth will not deplete the data buffer of streaming content. By selecting a bitrate based on this likelihood, which is kept below a threshold percentage, such as 50%, the system optimizes streaming performance.

Career Highlights

Zheng Han is currently employed at Roku, Inc., where he continues to develop cutting-edge technologies in the realm of data streaming. His expertise in machine learning and data transmission has positioned him as a valuable asset in the tech industry.

Collaborations

Zheng has collaborated with talented individuals such as Amit Paliwal and Andrey Marsavin, contributing to a dynamic work environment that fosters innovation and creativity.

Conclusion

Zheng Han's contributions to machine learning and data streaming are noteworthy and impactful. His patents reflect a commitment to improving technology for better user experiences.