Design an ML Forecasting and Pacing System for Ad Bidding
Company: LinkedIn
Role: Machine Learning Engineer
Category: ML System Design
Difficulty: medium
Interview Round: Technical Screen
Overview: Design an ML forecasting and pacing system for ad bidding that keeps hard budget controls deterministic while handling time-correct training, delayed feedback, calibrated actions, drift, experiments, and safe fallback.