Company Filing History:
1 out of 54,789 
Years Active: 2024-2025
Title: Innovations by Garrett Patrick Prendiville
Introduction
Garrett Patrick Prendiville is an accomplished inventor based in Sallins, Ireland. He has made significant contributions to the field of machine learning, particularly in developing fault-tolerant systems for high-risk environments. With a total of 2 patents to his name, Prendiville's work is paving the way for more reliable autonomous control systems.
Latest Patents
Prendiville's latest patents include "Redundant machine learning architecture for high-risk environments" and "Machine learning design for long-term reliability and stress testing." The first patent focuses on enhancing the resilience of autonomous control systems through a fault-tolerant machine learning architecture. This innovative approach involves constructing a fault-tolerant machine learning agent that utilizes a selector agent, a nominal agent, and a redundancy agent, which is a multidimensional lookup table. The system is designed to extract state data from an environment containing a control system and various components. In the event of a failure condition, the selector agent deploys actions generated by the redundancy agent to restore normal operations.
The second patent addresses the long-term reliability of machine learning agents prior to their deployment in control systems. This is achieved by analyzing component specifications to determine useful lifespans, projected failure rates, and continuous operation hours. The system derives parameters for the machine learning agent to interact with components, leading to the construction of an accelerated test procedure that evaluates the reliability of the machine learning agent.
Career Highlights
Garrett Prendiville is currently employed at Microsoft Technology Licensing, LLC, where he continues to innovate in the field of machine learning. His work is instrumental in developing technologies that enhance the reliability and efficiency of autonomous systems.
Collaborations
Prendiville collaborates with notable colleagues, including Kinshumann Kinshumann and Kence Anderson, who contribute to his innovative projects and research.
Conclusion
Garrett Patrick Prendiville is a prominent inventor whose work in machine learning is shaping the future of autonomous control systems. His patents reflect a commitment to enhancing reliability and performance in high-risk environments.