Baidu Intelligent Testing
Mar 10, 2021 · Artificial Intelligence
End-to-End Consistency Assurance for Click‑Through Rate Models: Methodology, Implementation, and Reporting
This article presents a comprehensive model quality assurance framework for click‑through‑rate (CTR) prediction, detailing the challenges of data and logic inconsistency, defining consistency goals, describing a full‑stack verification pipeline—including online data capture, offline sample alignment, multi‑stage q‑value comparison, and automated reporting—and sharing practical deployment experiences and results.
Data GovernanceTestingctr
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