Lanbo Zhang

Title: The Innovative Mind of Lanbo Zhang

Introduction

Lanbo Zhang is a prominent inventor based in Millbrae, CA (US). He has made significant contributions to the field of machine learning through his innovative patent. His work focuses on enhancing the efficiency of online training for machine learning models.

Latest Patents

Lanbo Zhang holds a patent for "Efficient online training for machine learning." This patent describes a system that includes prediction workers, training workers, and a parameter server. The prediction workers maintain a local copy of a machine-learned model and operate exclusively in serving mode. The training workers also store a local copy of the model and a local snapshot, running in training mode. They compare the local model to the snapshot after training to send delta updates to the parameter server. The parameter server aggregates these updates into a master copy of the model and provides both real-time and full updates. The real-time updates occur significantly more frequently than the full updates and include a subset of the model's weights.

Career Highlights

Lanbo Zhang is currently employed at Twitter, Inc., where he applies his expertise in machine learning. His innovative approach to online training has the potential to revolutionize how machine learning models are developed and deployed.

Collaborations

Some of Lanbo Zhang's notable coworkers include Zhiyong Xie and Yue Lu. Their collaboration contributes to the advancement of technology in their respective fields.

Conclusion

Lanbo Zhang's contributions to machine learning through his patent demonstrate his innovative spirit and dedication to advancing technology. His work at Twitter, Inc. continues to influence the development of efficient machine learning systems.