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machine learning · data modeling · recommender systems

Recommender System Inference Monitoring ERD

סוג ERDתקן Chen 1976 / Everest 1976 (crow's foot)מנוע schematex-erdעודכן 7.9.2026
Recommender System Inference Monitoring ERD
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התרחיש

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

מה מופיע בתרשים הזה

פענחו את ההחלטות שמאחוריו.

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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