Kubernetes¶
Kubernetes (k8s) is the control plane that keeps containers running: it restarts crashed pods, replaces dead nodes, rolls out new versions safely, scales on load, gives every workload a stable network identity, and continuously reconciles the world toward what you declared. Where Docker answers "how do I package and run one container", Kubernetes answers "how do I run thousands of containers, across many machines, so that the system as a whole stays available while individual machines and processes fail" — which is exactly the problem every production MLOps platform has, whether it's serving an inference API, running a training Job on GPUs, or scheduling a nightly retrain CronJob.
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