Ville Tuulos has been developing infrastructure for machine learning for more than two decades. His journey includes academia, startups focusing on data and machine learning, as well as two global enterprises. He led the machine learning infrastructure team at Netflix, where he started Metaflow, an open source framework featured in this book. He is the CEO and co-founder of Outerbounds, a startup focusing on human-centric data science infrastructure.