Hiren Shantilal Patel

Title: Innovations and Contributions of Hiren Shantilal Patel

Introduction

Hiren Shantilal Patel is a notable inventor based in Bothell, WA (US), recognized for his significant contributions to technology and machine learning. With a total of 14 patents to his name, Patel has made strides in optimizing job runtimes and ensuring safe deployments of machine learning models.

Latest Patents

One of Patel's latest patents is titled "Optimizing job runtimes via prediction-based token allocation." This innovation involves receiving training data that includes historical run data, job characteristics, runtime results, and token counts for various prior jobs. The process includes training a token estimator using a machine learning model, generating token prediction data for user-submitted jobs, and executing these jobs based on selected token counts. Another significant patent is "System and method for machine learning for system deployments without performance regressions." This patent outlines methods for designing pre-production experiments to assess the readiness of learned models, utilizing big data processing infrastructure, and ensuring safe deployment of machine learning features.

Career Highlights

Hiren Patel is currently employed at Microsoft Technology Licensing, LLC, where he continues to innovate and contribute to advancements in technology. His work focuses on enhancing the efficiency and reliability of machine learning systems, which is crucial in today's data-driven environment.

Collaborations

Patel collaborates with talented individuals such as Alekh Jindal and Shi Qiao, who contribute to the development and implementation of innovative solutions in their field.

Conclusion

Hiren Shantilal Patel's work exemplifies the impact of innovation in technology, particularly in machine learning and system optimization. His patents reflect a commitment to improving performance and efficiency in complex systems.