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The Modern Stack for ML Infrastructure | Outerbounds 2 года назад


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The Modern Stack for ML Infrastructure | Outerbounds

Slides: https://www.datacouncil.ai/talks/the-... ABOUT THE TALK: Metaflow was originally developed at Netflix to provide a user-friendly platform for a wide range of ML use cases from computer vision and NLP to classical statistics. Today, Metaflow is used by hundreds of companies from real estate and finance to biotech and drones. In this talk, we give a technical overview of Metaflow, showing how it helps data scientists to develop, deploy, and operate ML projects. We walk through an exciting array of new features in Metaflow, such as support for Kubernetes, model scorecards, a new monitoring GUI, and many others. ABOUT THE SPEAKER: Ville 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 ML 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. ABOUT DATA COUNCIL: Data Council (https://www.datacouncil.ai/) is a community and conference series that provides data professionals with the learning and networking opportunities they need to grow their careers. Make sure to subscribe to our channel for more videos, including DC_THURS, our series of live online interviews with leading data professionals from top open source projects and startups. FOLLOW DATA COUNCIL: Twitter:   / datacouncilai   LinkedIn:   / datacouncil-ai   Eventbrite: https://www.eventbrite.com/o/data-cou...

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