100 Days of MLOps· day 83 of 100
DAY 83MLOps

Deploying Your Model Service

Day 83 of 100 Days of MLOps. Time to put your model on Kubernetes for real. Today you take the FastAPI house-price API, wrap it in a proper Deployment manifest, and walk the full path to production: from a Docker image in a registry, to applying the manifest, to three pods serving the model. You'll validate the manifest against the real Kubernetes schemas and learn the kubectl workflow — apply, get pods, logs, port-forward — that takes your model from 'a container on my laptop' to 'a managed workload on a cluster.' Runs 100% locally on any OS.

Jul 12, 2026 8 min read1.6k words

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