100 Days of MLOps· day 90 of 100
DAY 90MLOps
Capstone: Deploying the Model Service at Scale
Day 90 of 100 Days of MLOps, and the Module 9 finale. Assemble everything into one production-grade deployment: a Deployment with rolling updates, health checks, and resource limits; a Service; a HorizontalPodAutoscaler; and config — all packaged as a single Helm chart and validated end-to-end. You'll render the whole stack and watch all four resources pass schema validation from one helm install. It's the complete picture of running your model at scale, and it closes the deployment module. Runs 100% locally on any OS.
Jul 12, 2026 8 min read1.6k words
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