Flyte is the backbone for large-scale Machine Learning and Data Processing (ETL) pipelines at Lyft, Spotify, BlackShark, and many others. It is used across business-critical applications ranging from ETA, Pricing, Mapping, Autonomous, and many more. At its core is a Kubernetes native workflow engine that executes 10M+ containers per month as part of thousands of workflows.
The talk will focus on:
What does a Simple ML User Journey look like?The sacrifices ML Practitioners have to do to achieve Robustness?How does Flyte help bridge the gap?
We will also provide some background on the March 2022 MLOps Engineering Labs in collaboration with the team behind Flyte, then go into lightning talks given by the three winning teams.