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Worked examples

What the loop actually produced.

Measured runs, reported exactly as they happened — with the numbers, the method, and the limits. No invented customers, no rounded-up results.

Model v1 · held-out split
0.995
mAP50
Detection · 12 street photos · 1 class · 10 epochs

Twelve photos, one class, two minutes

A recorded end-to-end run: from twelve street photos to a bus detector measured against its baseline — in about two minutes of work.

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