Biography
Yunhao Ge is currently a third-year Ph.D. student in the Computer Science Department of University of Southern California. He is advised by Prof. Laurent Itti. His research interests are in Machine Learning, Computer vision, and their applications towards more Human-centric, Humanoid and Trustworthy AI.
Research Interests
My research aims to study the relationship between the two common pillars of human ethics, i.e., Privacy and Fairness in Machine Learning. Coming from an Information Theory background, I tend first to identify the impact of one on another, quantify the interaction between two objective functions and ultimately propose mitigation techniques that consider both objectives. The primary application I am focused on is Geospatial datasets due to their significance in elections and fund allocation.
What does being an Amazon ML Fellow mean to you?
Amazon has a long standing reputation for technological innovation and support for creativity. Being an Amazon fellow provides a unique opportunity for me to explore new ideas and contribute to the journey of Responsible AI in shaping the future.