Ziqi Huang

Title: The Innovations of Ziqi Huang

Introduction

Ziqi Huang is an accomplished inventor based in Mountain View, CA. He has made significant contributions to the field of machine learning, particularly in the area of efficient online training systems. His innovative approach has the potential to enhance the performance and efficiency of machine learning models.

Latest Patents

Ziqi Huang 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

Ziqi Huang is currently employed at Twitter, Inc., where he applies his expertise in machine learning to develop innovative solutions. His work has been instrumental in advancing the capabilities of the company's technology.

Collaborations

Ziqi collaborates with talented individuals such as Zhiyong Xie and Yue Lu, who contribute to the dynamic environment of innovation at Twitter, Inc. Their combined efforts foster a culture of creativity and technological advancement.

Conclusion

Ziqi Huang's contributions to machine learning through his patent and work at Twitter, Inc. highlight his role as a leading inventor in the field. His innovative systems are paving the way for more efficient machine learning applications.