Ville Tuulos

Metaflow, A Unique ML Infrastructure Stack That is Human Centric

Metaflow was born at Netflix, and grew into a widely-used open-source framework that helps data scientists and engineers develop and deliver real-life ML Projects. Metaflow is designed from the ground up to be accessible to data scientists while enabling observability, reproducibility, collaboration, and scalability. Outerbounds, the company that is shepherding the future of Metaflow, provides tools and resources that allow companies to be effective with Metaflow. In this talk, we will introduce the audience to Metaflow and discuss what makes it unique.

Ville Tuulos has been developing infrastructure for machine learning for over two decades. He has worked as an ML researcher in academia and as a leader at a number of companies, including Netflix where he led the ML infrastructure team that created Metaflow, a popular open-source framework for data science infrastructure. He is the co-founder and CEO of Outerbounds, a company developing modern human-centric ML. He is also the author of an upcoming book, Effective Data Science Infrastructure, published by Manning.

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