Beyond Prototypes: Production-Ready ML Systems with Metaflow and Argo Project

Beyond Prototypes: Production-Ready ML Systems with Metaflow and Argo Project

Explore production-ready machine learning systems with Metaflow and Argo Project in this 33-minute conference talk from CNCF. Delve into the challenges of improving and maintaining complex AI applications beyond the prototype stage. Learn from Netflix's experiences in developing Metaflow, an open-source ML platform powering thousands of projects across major companies. Discover how Metaflow integrates with Argo Workflows and Argo Events to create user-friendly, responsive ML systems that can adapt to real-time changes. Gain insights into composing and orchestrating advanced ML systems that are deeply intertwined with their surrounding environment.