Kubernetes Migration Journey - From Virtual Machines to Scalable Machine Learning Platform

Explore ING's 2+ year journey migrating their Machine Learning Platform (MLP) to Kubernetes in this 27-minute conference talk. Gain insights into the challenges faced by data scientists deploying machine learning models in a highly regulated banking environment. Learn about the limitations of the existing VM-based setup, the inception of the migration idea, and the steps taken to overcome resistance and scalability issues. Discover how the growing platform demands and the need for improved deployment processes ultimately led to the adoption of Kubernetes. Understand the complexities involved in transitioning a major financial institution's IT infrastructure and the benefits realized through this migration.