Learning path · 1 part

From Notebook to Production

The engineering path from a model that works in a notebook to a system that runs reliably in production: deployment, monitoring, cost control, model routing, and the decisions that keep AI alive after the demo.

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Serving a Model: Endpoint, Batch, or Embedded?
Three ways to serve a model, endpoint, batch, or embedded, and the one question that decides which. Most people default to the always-on endpoint. It is the priciest and most fragile option, and usually the wrong one.
7 min read

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