What is Offline Policy Evaluation (OPE)?

OPE estimates performance of new policies using historical data.

Offline Policy Evaluation allows evaluation of decision-making systems (like recommendation or ranking policies) without deploying them. It uses methods like IPS, DR, and direct modeling. OPE is critical for reducing risk and cost in large-scale ML systems.