From Manual Models to Zero-Downtime ML: A Platform Engineering Roadmap for MLOps Maturity in Cloud-Native Environments

Abstract

Most ML projects never reach production. This session provides a platform engineering roadmap for MLOps maturity covering Kubernetes-based ML platforms, CI/CD for model deployment, observability for drift detection, and SRE practices that enable zero-downtime model operations.