Michelle is a PhD student at Cambridge Computer Lab in the Compliant and Accountable Systems group, supervised by Dr Jat Singh and Dr Jon Crowcroft. Her research focuses on end-to-end governance of unfair bias in machine learning. Her past publications include: - landscape and gaps of open source fairness toolkits, - ethical trade-offs in mortgage lending, - contrasting “fairness” definitions in computer science/philosophy/welfare economics. She’s looking for collaborators in ML fairness, especially researchers in Bayesian inference or causality.