How To Manage Ml Workflows Like A Netflix Data Scientist

Netflix’s 300 data scientists were unhappy with the amount of time they had to spend on non-data science activities. To address this, Savin Goyal, the team leader for the Netflix machine learning infrastructure team, developed Metaflow, an open source framework that abstracts away some of these tasks and allows data scientists to focus more of their time on data science. Metaflow helps by standardizing many of these processes and tasks, thereby allowing a data scientist to focus more on machine learning activities using Python or R, or any framework, and making them “full stack”.