Evolving the ML Platform Organisation at Netflix: A Case Study • Julie Amundson • YOW! 2021

This presentation was recorded at YOW! 2021. #GOTOcon #YOW Julie Amundson - Former Machine Learning Infrastructure Team Leader at Netflix RESOURCES ABSTRACT Do you wish there was a Machine Learning model to tell you how to structure your ML teams? So do I! While we’re waiting for that, I’ll share the story of how the ML Platform organisation evolved at Netflix. Although this story is specific to our own journey to expand Netflix ML investments, there are a few lessons learned along the way that you’ll be able to relate to. There are several factors going into org structure that we’ll discuss, including: the specialty and skillsets of ML practitioners, the variety and depth of ML use cases, who’s responsible for the data, the ownership model as ML projects go to production, and how the underlying Platforms are situated. I look forward to sharing and hearing your own thoughts afterward! [...] RECOMMENDED BOOKS Stefan Helzle • Low-Code Application Development with Appian • Phil Winder • Reinforcement Learning • Kelleher & Tierney • Data Science (The MIT Press Essential Knowledge series) • Lakshmanan, Robinson & Munn • Machine Learning Design Patterns • #MachineLearning #ML #Netflix #MLPlatform #JulieAmundson #YOWcon Looking for a unique learning experience? Attend the next GOTO conference near you! Get your ticket at Sign up for updates and specials at SUBSCRIBE TO OUR CHANNEL - new videos posted almost daily.