Arpan Mukherjee

Title: Arpan Mukherjee: Innovator in Federated Learning and Social Networking

Introduction

Arpan Mukherjee is a notable inventor based in West Bengal, India. He has made significant contributions to the fields of machine learning and social networking. With a total of 2 patents, Mukherjee's work focuses on enhancing the efficiency and user experience in technology.

Latest Patents

Mukherjee's latest patents include "Sketched and clustered federated learning with automatic tuning" and "Multiple medium social networking experience." The first patent describes a computer-implemented method, a computer program product, and a computer system for automatic adaptive client selection in federated learning. In this innovation, a server sends parameters of a machine learning model to all clients, who compute respective gradients using these parameters. The server then receives sketches of the gradients and computes similarity between clients, clustering them based on this similarity. The server optimizes client clusters while considering memory consumption, communication overhead, and performance metrics. It ultimately determines a subset of clients to send their gradients for aggregation.

The second patent, "Multiple medium social networking experience," outlines a system and method for providing a seamless social networking experience across different communication mediums. This method involves receiving a message from a user through a communication medium and determining its compatibility with the social networking site. If the message format is incompatible, the system generates a compatible message format to perform the desired operation on behalf of the user.

Career Highlights

Throughout his career, Arpan Mukherjee has worked with prominent companies such as Google Inc. and International Business Machines Corporation (IBM). His experience in these leading organizations has contributed to his expertise in technology and innovation.

Collaborations

Some of Mukherjee's notable coworkers include Laurence Anthony James and Georgios Kollias. Their collaboration has likely fostered an environment of creativity and innovation in their respective projects.

Conclusion

Arpan Mukherjee's contributions to federated learning and social networking demonstrate his commitment to advancing technology. His patents reflect a deep understanding of machine learning and user experience, making him a significant figure in the field.