Write the model card operators can use
Create a practical model card that manufacturing users can rely on during operation.
The principle: if people must act on a model, they need its operating limits. What To Include A manufacturing model card should answer: What process does this support? Which products, machines, shifts, and conditions were represented in the data? What is the model allowed to recommend? What must a human confirm? What conditions trigger fallback to the old process? Why Aggregate Accuracy Is Not Enough A model can look strong overall and still fail on the exact slice that matters. Inspect performance by product family, supplier lot, camera, tool age, material, shift, and changeover state. These are not academic fairness…
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