Cheng Ran Li

Title: Cheng Ran Li - Innovator in Machine Learning Technologies

Introduction

Cheng Ran Li is a notable inventor based in Bellevue, WA (US). He has made significant contributions to the field of machine learning through his innovative patent. His work focuses on enhancing the efficiency of hosting and warming machine learning models.

Latest Patents

Cheng Ran Li holds a patent titled "Pre-warming scheme to load machine learning models." This patent describes techniques for hosting, adding, and warming a host. The method involves determining when to increase the number of hosts by adding an additional one. It includes sending requests for a list of machine learning models loaded per host, receiving this information, and loading a proper subset of these models into random access memory. The process also entails routing inference requests to the additional host and providing results to external entities.

Career Highlights

Cheng Ran Li is currently employed at Amazon Technologies, Inc. His role involves working on advanced machine learning technologies that are crucial for the company's operations. His innovative approach has led to the development of efficient methods for managing machine learning models.

Collaborations

Cheng has collaborated with talented individuals such as Enrico Sartorello and Stefano Stefani. These collaborations have fostered a creative environment that enhances the development of cutting-edge technologies.

Conclusion

Cheng Ran Li is a prominent figure in the realm of machine learning innovations. His contributions through patents and collaborations continue to shape the future of technology.