At various points, I've collaborated with researchers at Google Brain, Facebook AI Research, and Facebook Core Data Science. My research was supported by a data science research award from Adobe and a fellowship from NSERC. I'm also a co-founder of a startup using AI to help salespeople better understand their clients (clientelligent.ai). Prior to coming to Berkeley, I had graduated with highest honours from the University of Waterloo with majors in statistics, pure mathematics, and combinatorics and optimization.