Adrian is a Principal Research Fellow in Machine Learning. His interests span AI, its commercial applications and helping to ensure beneficial outcomes for society, including scalability, reliability, interpretability and fairness. He is Programme Director for AI at the Alan Turing Institute, where he is also a Fellow. He is Principal Research Fellow at the Leverhulme Centre for the Future of Intelligence, the David MacKay Newton Research Fellow at Darwin College and an advisor to the Centre for Science and Policy. He serves on several boards, including the Centre for Data Ethics and Innovation. Previously, he held senior roles in finance. He is a member of ELLIS and assistant director of the ELLIS Programme on Human-centric Machine Learning.