The AI of ethics
Williamson, Robert C. 2021. “The AI of Ethics”. In Machines We Trust: Perspectives on Dependable AI, 139-60. Boston: MIT Press.
Bob Williamson
Professor of Foundations of Machine Learning Systems
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Research D
Information Processing Equalities
machine learning processes information, but what do we mean by 'information"? One view comes from Information Theory, which was originally developed motivated by problems of communication. But learning problems are different, aren't they? This project explores the notion of information that makes...
Photography
Armando Cabrera Pacheco
I am a mathematician with research experience in differential geometry, geometric analysis, and mathematical relativity. The main goal of my current research is to better understand several key objects in machine learning from a rigorous mathematical point of view. I am convinced that analyzing...
Bob's Inaugural Lecture
Bob Williamson gave his inaugural lecture at the University of Tübingen recently. The photo shows the FMLS group at the reception. A video recording of the lecture can be found here. A pdf of the slides is here.
Laura Iacovissi
PhD Student
Raphael Sayer
PhD Student
Facets of Forecast Felicity
Machine learning is about forecasting. Forecasts, however, obtain their usefulness only through their evaluation. Machine learning has traditionally focused on types of losses and their corresponding regret. Currently, the machine learning community regained interest in calibration. In this project...