Overview
Discover how Metaflow, Netflix's end-to-end Machine Learning and Data Science framework, revolutionized ML model production in this conference talk from YOW! 2022. Learn about the framework that reduced deployment time from months to days, becoming the 7th most popular Netflix open-source project. Explore Metaflow's journey from rapid prototyping to full-scale ML implementation, tested across thousands of projects and dozens of companies since its 2019 open-source release. Gain insights into the engineering mindset behind Metaflow's development and walk away with practical takeaways applicable to your own projects. Presented by Julie Amundson, former Machine Learning Infrastructure Team Leader at Netflix, this 44-minute talk offers valuable knowledge for data scientists, ML engineers, and software developers interested in streamlining their ML workflows.
Syllabus
How Metaflow Became Netflix's Beloved Data Science Framework • Julie Amundson • YOW! 2022
Taught by
GOTO Conferences