Chris Gates

Title: Chris Gates: Innovator in Machine Learning and Privacy Preservation

Introduction

Chris Gates is a prominent inventor based in Mountain View, CA (US). He has made significant contributions to the field of machine learning, particularly in developing methods that prioritize privacy. With a total of 2 patents, Gates continues to push the boundaries of technology and innovation.

Latest Patents

Gates' latest patents include groundbreaking work in the realm of machine learning. One of his notable inventions is a system and method for updating a machine-learning-based prediction model with preserved privacy. This method involves receiving multiple training data sets to train a global prediction model aimed at predicting future incidents of a computing event. The process includes creating an intermediate prediction model that serves as a precursor to a fully trained model, which can then be utilized by computing nodes for local training.

Another significant patent focuses on utilizing federated machine learning to protect against potentially malicious data. This method arranges client devices into groups for applying a federated model, determining model updates, and training recurrent neural networks. It also includes calculating data quality scores and classifying data instances to ensure security against corrupt data.

Career Highlights

Chris Gates is currently employed at Gen Digital Inc., where he applies his expertise in machine learning and data privacy. His work has been instrumental in developing innovative solutions that address the challenges of data security in modern computing environments.

Collaborations

Gates collaborates with talented individuals such as Yufei Han and Lella Bilge, contributing to a dynamic work environment that fosters innovation and creativity.

Conclusion

Chris Gates stands out as a leading inventor in the field of machine learning, with a focus on privacy preservation. His contributions through patents and collaborative efforts continue to shape the future of technology.