Company Filing History:
Years Active: 2025
Title: Innovations and Contributions of Jesse Cole Cresswell
Introduction
Jesse Cole Cresswell is an accomplished inventor based in Toronto, Canada. He holds a total of 5 patents that reflect his expertise in machine learning and data privacy. His innovative work has significantly contributed to the field of technology and data science.
Latest Patents
Cresswell's latest patents include groundbreaking advancements in machine learning models. One of his notable inventions is focused on identifying and mitigating disparate group impact in differential-privacy machine-learned models. This patent describes a model evaluation system that assesses how privacy-aware training processes influence the direction of training gradients for various groups. The modified differential-privacy training process allows for per-sample gradient adjustments, which can be adaptively modified for different data batches.
Another significant patent involves modeling disjoint manifolds. This invention trains a computer model to recognize data samples in a high-dimensional space as lying on different manifolds, rather than a single manifold. This approach allows for a more accurate representation of the data set as a union of manifolds. By grouping data samples that are expected to belong to the same underlying manifold, Cresswell's generative model can improve classification accuracy and effectively represent the data set as a whole.
Career Highlights
Cresswell is currently employed at the Toronto-Dominion Bank, where he applies his innovative skills to enhance data processing and machine learning applications. His work at the bank showcases his ability to bridge the gap between theoretical research and practical implementation in a corporate environment.
Collaborations
Throughout his career, Cresswell has collaborated with talented individuals such as Yaqiao Luo and Atiyeh Ashari Ghomi. These collaborations have fostered a creative environment that encourages the exchange of ideas and innovative solutions.
Conclusion
Jesse Cole Cresswell's contributions to the field of machine learning and data privacy are noteworthy. His patents demonstrate a commitment to advancing technology and improving data handling practices. Cresswell's work continues to influence the industry and inspire future innovations.