Developed Xbox Live's TrueSkill ranking and matchmaking system and the AdPredictor framework for click-through rate prediction in Bing; work on the predictability of private attributes from digital records of human behavior has sparked intense discussion among privacy experts and the general public; contributed to the creation of AlphaGo, the first computer program to defeat a human professional player in the full-sized game of Go.
Research Experience
Post-doctoral positions at ETH Zurich and Royal Holloway College, University of London; joined Microsoft Research in Cambridge in 2003, co-founding the Online Services and Advertising group; returned to Google DeepMind to work on understanding and creating intelligent systems, contributing to AlphaGo; since 2021, has been working at Altos Labs as the global lead for Computational Sciences, AI, and ML.
Education
Bachelor's degree in Physics (University of Hamburg), Imperial College London, Technical University of Berlin; PhD in Machine Learning from the Technical University of Berlin in 2001.
Background
Research interests include multi-agent learning, particularly how to train artificial agents to acquire social skills in a multi-agent world. Professional fields cover machine learning, artificial intelligence, and computational science.
Miscellany
Supports the Cooperative AI Foundation (CAIF) and serves as a governor of the London Institute for Mathematical Sciences (LIMS); holds a part-time position as Chair of Machine Learning at the Computer Science Department of University College London (UCL); served as a Member of the Board of Directors at the Partnership on AI (PAI).