Operating ML Beyond Accuracy
The Incident A fraud detection model with 98% test accuracy was silently blocking legitimate customers for six months.No alerts fired. No system crashed. The dashboards looked healthy.But the business was losing $765,000 every month. The model wasn’t broken in development — it was broken in production. This case study explains how the failure wasn’t caused by bad … Read more