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machine learning · data modeling · recommender systems

Recommender System Inference Monitoring ERD

Typ ERDStandard Chen 1976 / Everest 1976 (crow's foot)Engine schematex-erdAktualisiert 7.9.2026
Recommender System Inference Monitoring ERD
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Das Szenario

A recommender system logs every inference request and recommendation, captures user feedback, snapshots features, and computes monitoring metrics with drift alerts.

Was diese Zeichnung zeigt

Die dahinterstehenden Entscheidungen verstehen.

01

Separate InferenceRequest, Recommendation, and FeedbackEvent to isolate serving, ranking, and ground truth

02

Track ModelVersion and FeatureSnapshot to correlate drift with deployment and input distribution

03

Use MonitoringMetric and DriftAlert to store computed KPIs and operational actions

Use this ERD when designing a data store for real-time ML inference monitoring, especially for recommender or ranking systems requiring feedback loops and drift detection.

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