Company Filing History:
Years Active: 2023
Title: Innovations by Troy David Loeffler
Introduction
Troy David Loeffler is an accomplished inventor based in Chicago, IL. He has made significant contributions to the field of machine learning and optimization, holding a total of 3 patents. His work focuses on developing systems and methods that enhance the efficiency and effectiveness of machine learning models.
Latest Patents
One of his latest patents is titled "Systems and methods for active learning from sparse training data." This method allows for training a machine learning model using fewer than ten initial training data points to create a candidate model. The process involves performing a Monte Carlo sampling to evaluate the outputs of the model and determining if they meet specific convergence conditions. If the outputs do not satisfy these conditions, the model is retrained using additional data points.
Another notable patent is "Systems and methods for hierarchical multi-objective optimization." This method optimizes objective functions by selecting them based on a hierarchy and applying parameters to generate outputs. If the outputs do not meet tolerance conditions, penalties are assigned, and convergence conditions are evaluated. The method also incorporates genetic algorithms to modify parameters until the desired convergence is achieved.
Career Highlights
Troy is currently employed at UChicago Argonne, LLC, where he continues to innovate and contribute to advancements in machine learning and optimization techniques. His work is characterized by a strong focus on practical applications that can significantly impact various industries.
Collaborations
Throughout his career, Troy has collaborated with notable colleagues, including Subramanian Sankaranarayanan and Henry Chan. These collaborations have further enriched his research and development efforts, leading to groundbreaking innovations.
Conclusion
Troy David Loeffler is a prominent inventor whose work in machine learning and optimization has led to valuable patents and advancements in the field. His innovative methods are paving the way for more efficient machine learning applications, showcasing his significant impact on technology.