How I Built a Fraud Detection System That Catches 83% of Fraud on 284K Real Transactions

Update — April 2026: Since publishing this post, I iterated further on the model. I upgraded from Random Forest + SMOTE to XGBoost, achieving 85% recall and 0.969 ROC AUC in 0.92 seconds, without any