Kubernetes, Resistance Is Futile
May 01, 2023
28 min
Free
kubernetes
mlops
machine-learning-platform
cloud-migration
sre
docker
containers
ansible
microservices
cncf
ci-cd
observability
Description
This talk details ING's multi-year journey migrating their Machine Learning Platform (MLP) to Kubernetes. It addresses the challenges of operating in a highly regulated banking environment and the complexities faced by data scientists deploying models. The presentation covers the limitations of a VM-based setup, the resistance encountered during the migration, and how various approaches and solutions, including personal open-source projects, ultimately paved the way for a successful transition to Kubernetes.