Walk a production drift response
Diagnose a production computer-vision performance drop using monitoring and data-slice evidence.
Production incident Night-shift recall on pallet detection falls from 91 percent to 76 percent three weeks after launch. No model changed, so the input stream and workflow are part of the system to inspect. MLOps for vision Alert -> confirm -> slice -> fix -> monitor A production model is a monitored process, not a finished file. Shortcut Retrain immediately. The team fixes the system, not just the score. Data drift in vision often starts in the physical world: light, lenses, camera placement, and objects. 01 Confirm 02 Slice 03 Fix Confirm the drop Signal quality
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