I'm a researcher working on statistical machine learning and artificial intelligence. My work, which has twice won best-paper-type awards at top machine learning conferences, focuses on how to learn efficiently from data, and how to automatically gather data. The brain evolved to process information efficiently: therefore, so should our algorithms.
Research Expertise and Current Interests
Data-efficient learning. Gaussian processes, physically structured neural networks, symmetries and inductive biases, non-Euclidean learning.
Where to gather data? Bayesian optimization, Bayesian interactive decision-making, planning under uncertainty, reinforcement learning.
· Google Research
· University of Cambridge