Atiyeh Ashari Ghomi

Title: Innovations of Atiyeh Ashari Ghomi

Introduction

Atiyeh Ashari Ghomi is a notable inventor based in Toronto, Canada. He has made significant contributions to the field of machine learning and privacy. With a total of 3 patents, his work focuses on enhancing privacy-aware training processes in machine learning models.

Latest Patents

One of his latest patents is titled "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 different groups. The modified differential-privacy training process allows for per-sample gradient adjustments, which can be adaptively modified for various data batches. The system includes mechanisms for determining scaling factors for per-sample gradients and adjusting them based on privacy considerations. This innovation aims to quantify the relative privacy cost between groups, addressing excess training risk associated with group gradient direction discrepancies.

Career Highlights

Atiyeh currently works at the Toronto-Dominion Bank, where he applies his expertise in machine learning and privacy. His role involves developing innovative solutions that enhance data privacy and security in financial applications.

Collaborations

He collaborates with talented individuals such as Jesse Cole Cresswell and Yaqiao Luo, contributing to a dynamic work environment that fosters innovation.

Conclusion

Atiyeh Ashari Ghomi's work exemplifies the intersection of technology and privacy, making significant strides in the field of machine learning. His contributions are paving the way for more secure and equitable data practices in various industries.