Location History:
- Winthrop Harbor, IL (US) (2012)
- Chicago, IL (US) (2009 - 2016)
- Los Angeles, CA (US) (2023)
- Altadena, CA (US) (2014 - 2024)
- Burbank, CA (US) (2024)
Company Filing History:
Years Active: 2009-2025
Title: Jerome Louis Budzik: Innovator in Machine Learning Fairness and Model Explanation
Introduction
Jerome Louis Budzik is an acclaimed inventor based in Altadena, California, recognized for his significant contributions to the field of machine learning and model fairness. With a remarkable portfolio featuring 27 patents, Budzik has dedicated his career to developing innovative solutions aimed at improving the integrity and transparency of machine learning models.
Latest Patents
Among his recent patents, two stand out for their focus on fairness and explainability in machine learning systems. The first patent addresses "Systems and methods for model fairness," which describes methodologies for training models that enhance fairness across varied applications. The second patent, titled "Systems and methods for decomposition of differentiable and non-differentiable models," unveils methods and non-transitory computer-readable media designed to evaluate and understand diverse machine learning models. This patent includes techniques for determining feature contribution values in relation to protected class populations, ultimately leading to model explanation information that clarifies output discrepancies.
Career Highlights
Jerome Budzik has had an impressive career trajectory, working at notable institutions such as Northwestern University and ZestFinance, Inc. His roles in these organizations have enabled him to contribute meaningfully to the advancement of machine learning research and application.
Collaborations
Throughout his career, Budzik has collaborated with esteemed colleagues, including Lawrence A. Birnbaum and Kristian J. Hammond. These partnerships have resulted in innovative research and developments that push the boundaries of what is possible in machine learning.
Conclusion
Jerome Louis Budzik continues to be a pivotal figure in the realm of technological innovation, particularly in the area of machine learning. His work not only demonstrates a commitment to enhancing model fairness but also to advancing the understanding of complex algorithms in a way that is accessible and explainable. As the field evolves, Budzik's contributions will undoubtedly play a critical role in shaping the future of artificial intelligence.