Imbalanced Datasets: When Your Model Gets 99% Accuracy by Being Completely Useless

Your fraud detection model is 99.9% accurate! Celebration time? No. It just predicts "not fraud" for everything. When 1 in 1,000 transactions is fraud, being lazy looks like genius. Here's how to fix models that cheat their way to high scores.