Question 9 of 10Pro Only
Design a real-time fraud detection system for a payment platform. How do you balance accuracy, latency, and the cost of false positives versus false negatives?
Sample answer preview
Real-time fraud detection presents unique ML system design challenges: decisions must be made in milliseconds, false negatives cost money through fraud losses, false positives cost money through declined legitimate transactions and customer friction, and adversaries actively…
fraud detectionreal-timeclass imbalancevelocity featurescost-sensitive learningprecision-recall