I am working on a responsible and ethical use of Machine Learning, with a focus on mitigating bias and discrimination in machine learning. I believe that tackling these issues is pivotal for ensuring the responsible use of machine learning. See CSI5195/ELG5295 Ethics of Artificial Intelligence for details. From technical perspective, these are inherently connected with distribution shift.