Apply reinforcement learning to product decisions
Company: Meta
Role: Data Scientist
Category: Machine Learning
Difficulty: medium
Interview Round: Onsite
Overview: Decide whether reinforcement learning is the right framing for session-level recommendations, and how to evaluate and ship such a policy safely. Cover an MDP versus a contextual bandit, offline doubly robust policy evaluation with overlap checks, delayed retention rewards, and guardrails.