chapter 47
monitoring, drift, cloud scale, and portfolio launch
the last mile: logs, drift, alerts, retraining decisions, cloud cost, gpu constraints, architecture docs, demos, and role stories.
monitoring, drift, cloud scale, and portfolio launch
The last mile is evidence after launch: logs, drift checks, retraining triggers, cloud cost, architecture docs, demos, and a role story. This chapter turns the finished system into something a reviewer can trust.
The exercises use small Python dictionaries and lists so every check can run in the browser. Real-world tools may be larger, but the review shape stays the same: input, decision, evidence, blocker, and next step.
By the end of the chapter, learners should be able to turn this topic into a concrete handoff instead of a vague model claim.