Deployment Starts Before the Endpoint
Identify deployment evidence across the full ML lifecycle before approving a release.
The deployment question is usually a lifecycle question in disguise. The Six-Stage Strip CRISP-DM gives model teams a neutral way to ask what has to be true before traffic moves. Business understanding names the decision and owner. Data understanding asks whether the available data represents the live decision. Data preparation asks whether the transformations can be replayed. Modeling asks which candidate is under review. Evaluation asks whether performance holds under the operating constraints. Deployment asks how the prediction becomes a monitored service, batch job, dashboard, or human workflow. Why It Works The framework prevents endpoint theater. A model can respond…
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