Gregory S Battas

Title: Gregory S Battas: Innovator in IoT and Machine Learning

Introduction

Gregory S Battas is a prominent inventor based in Fishers, IN (US). He has made significant contributions to the fields of Internet of Things (IoT) and machine learning, holding a total of 9 patents. His work focuses on enhancing the efficiency and effectiveness of analytic functions in IoT environments.

Latest Patents

One of his latest patents is titled "Intelligent lifecycle management of analytic functions for an IoT intelligent edge with a hypergraph-based approach." This patent discloses a framework for the dynamic management of analytic functions, such as data processors and machine learning models, specifically designed for IoT intelligent edges. The framework allows end users to seamlessly check in, version, deploy, and evaluate analytic functions, ensuring that refined versions can be dynamically integrated into data flows. The foundation of this framework is a hypergraph-based model, which may utilize a microservices architecture for deploying machine learning infrastructure and models as containerized microservices.

Another notable patent is "Systems and methods for determining machine learning training approaches based on identified impacts of one or more types of concept drift." This invention addresses the impact of concept drift on machine learning training methods. It employs pattern recognition on performance metrics of deployed production models in IoT environments to assess how concept drift affects prediction performance. This analysis enables the selection of appropriate training methods for machine learning models, accounting for the temporal dynamics of concept drift in a more efficient manner.

Career Highlights

Gregory has worked with notable companies such as Hewlett Packard Enterprise Development LP and Hewlett-Packard Development Company, L.P. His experience in these organizations has contributed to his expertise in developing innovative solutions in technology.

Collaborations

Throughout his career, Gregory has collaborated with talented individuals, including Satish Kumar Mopur and Saikat Mukherjee. These collaborations have further enriched his work and contributed to advancements in his field.

Conclusion

Gregory S Battas is a distinguished inventor whose work in IoT and machine learning has led to significant advancements in the management of analytic functions. His innovative patents and career achievements reflect his commitment to enhancing technology in meaningful ways.