Company Filing History:
Years Active: 2024-2025
Title: Max Biggs - Innovator in Machine Learning
Introduction
Max Biggs is a prominent inventor based in Charlottesville, VA, known for his contributions to the field of machine learning. He has been instrumental in developing innovative systems that enhance predictive modeling through advanced algorithms. With a total of 3 patents, his work continues to influence the technology landscape.
Latest Patents
Max Biggs holds two notable patents that showcase his expertise in machine learning. The first patent, titled "Loss augmentation for predictive modeling," presents a machine learning system that incorporates arbitrary constraints into deep learning models. This system optimizes a machine learning model by solving an objective function based on both an original loss function and a penalty loss function. The innovative approach allows for the integration of penalty data points, enhancing the model's predictive capabilities.
The second patent, "Split-net configuration for predictive modeling," describes a machine learning system that utilizes a split net configuration to incorporate functional constraints. This system jointly optimizes a deep learning model and a wide learning model, providing a comprehensive solution for predictive analytics. The deep learning model features an input layer, an output layer, and an intermediate layer, while the wide learning model consists of an input layer and an output layer without an intermediate layer.
Career Highlights
Max Biggs is currently employed at International Business Machines Corporation (IBM), where he continues to push the boundaries of machine learning technology. His work at IBM has allowed him to collaborate with some of the brightest minds in the industry, contributing to significant advancements in predictive modeling.
Collaborations
Throughout his career, Max has worked alongside talented colleagues such as Pavithra Harsha and Brian Leo Quanz. Their collaborative efforts have led to the development of cutting-edge technologies that are shaping the future of machine learning.
Conclusion
Max Biggs is a distinguished inventor whose work in machine learning has resulted in innovative patents that enhance predictive modeling. His contributions at IBM and collaborations with fellow innovators underscore his commitment to advancing technology in meaningful ways.
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