Sophie is a data scientist at Nvidia where she focuses on tools and techniques for accelerating data science and machine learning workflows and workloads. She has previously worked to help customers build machine learning systems in the hybrid cloud. She’s a frequent public speaker on topics including machine learning workflows on Kubernetes, recommendation engines, and MLOps. Sophie earned her PhD in Bayesian statistics.