Gintare Karolina Dziugaite is a Research Scientist at Google Brain, based in Toronto, and an associate industry member of Mila, the Quebec AI Institute. Prior to joining Google, Karolina led the Trustworthy AI program at Element AI / ServiceNow. Karolina's research combines theoretical and empirical approaches to understanding deep learning, with a focus on generalization and network compression. Before joining Element AI, she obtained her PhD in machine learning from the University of Cambridge, under the supervision of Zoubin Ghahramani. Prior to that, she studied Mathematics at the University of Warwick and read Part III in Mathematics at the University of Cambridge, receiving a Masters of Advanced Study in Applied Mathematics. Karolina has participated in several programs at the Simons Institute for the Theory of Computing. In 2020, she was a member of the Institute for Advanced Study, during the special year on Optimization, Statistics, and Theoretical Machine Learning.