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techMEDIUM2026-05-10 07:51 UTC

63. Confusion Matrix: What Your Model Got Wrong and Why

Your model has 95% accuracy. You ship it. Three weeks later someone tells you it's missing 40% of actual fraud cases. You check. The dataset had 95% legit transactions and 5% fraud. Your model just learned to say "not fraud" every single time. 95% accuracy. Zero fraud caught. That's what happens whe

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