Design a hybrid marketplace fraud system
Role: Data Scientist
Category: Machine Learning
Difficulty: hard
Interview Round: Onsite
Quick Answer: This question evaluates competency in designing hybrid fraud detection systems, covering feature engineering across text, image, graph and telemetry signals, hybrid modeling approaches, cost-sensitive thresholding, and operational concerns such as online evaluation, monitoring, and red‑team exercises.