Company Filing History:
Years Active: 2023-2025
Title: Michael Edward Ruberry: Innovator in Modeling Tools and Machine Learning
Introduction
Michael Edward Ruberry is a notable inventor based in Los Angeles, California. He has made significant contributions to the field of modeling tools and machine learning, holding a total of four patents. His work focuses on enhancing the efficiency and effectiveness of modeling workflows through innovative systems and methods.
Latest Patents
Ruberry's latest patents include "Systems and methods for enriching modeling tools and infrastructure with semantics" and "Systems and methods for providing machine learning model evaluation by using decomposition." The first patent discloses methods for generating and processing modeling workflows, where a reference distribution of scores generated by a model is recorded in a structured database. Unexpected scores are detected during model execution by comparing the production distribution of scores with the reference distribution. An alert is provided to an external system when an alert condition is satisfied based on this comparison. The second patent outlines a model evaluation process that involves performing a decomposition of model output relative to a baseline input data set.
Career Highlights
Ruberry is currently employed at ZestFinance, Inc., where he applies his expertise in machine learning and modeling tools. His innovative approaches have contributed to advancements in the evaluation and processing of modeling workflows.
Collaborations
Ruberry has collaborated with notable professionals in his field, including Douglas C. Merrill and Ozan Sayin. These collaborations have further enriched his work and contributed to the development of cutting-edge technologies in machine learning.
Conclusion
Michael Edward Ruberry is a distinguished inventor whose work in modeling tools and machine learning has led to significant advancements in the field. His innovative patents and contributions continue to shape the future of technology.