Published onJanuary 8, 2026• 9 min readCold Start Fraud Detection: Deploy ML With Limited Historical Datafraud-detectionmachine-learningcold-starttransfer-learningpaymentsfintechStop waiting for fraud data and deploy ML with 50 events to achieve 70% accuracy in Q1.