Company Filing History:
Years Active: 2025
Title: Nidhin Murari: Innovator in Federated Learning Systems
Introduction
Nidhin Murari is an accomplished inventor based in Tucson, AZ (US). He has made significant contributions to the field of machine learning, particularly in the area of federated learning systems. His innovative approach focuses on maintaining patient privacy while training machine learning algorithms.
Latest Patents
Nidhin holds a patent for a "Federated learning system for training machine learning algorithms and maintaining patient privacy." This method involves using a federated learning classifier in digital pathology. It includes distributing a global model from a centralized server to multiple client devices. These client devices train the global model using various images of a specimen and corresponding annotations to generate further trained models. The client devices then send these models back to the centralized server, which aggregates them with the global model to create an updated version. This updated global model is subsequently redistributed to the client devices.
Career Highlights
Nidhin is currently employed at Ventana Medical Systems, Inc., where he applies his expertise in machine learning and digital pathology. His work is pivotal in advancing technologies that enhance patient care and privacy.
Collaborations
Some of Nidhin's notable coworkers include Faranak Aghaei and Jim F Martin. Their collaborative efforts contribute to the innovative environment at Ventana Medical Systems, Inc.
Conclusion
Nidhin Murari is a key figure in the development of federated learning systems, demonstrating a commitment to innovation in machine learning while prioritizing patient privacy. His contributions are shaping the future of digital pathology and machine learning technologies.