Set up model monitoring
Monitor production models
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Design a model monitoring system for a production [model type] making [predictions per day] predictions. Define: input feature drift metrics (PSI, KS test), output distribution monitoring, performance metrics to track (requires labels), alerting thresholds, monitoring frequency, and recommended tooling (Evidently AI, Grafana, etc.).
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Pensez à spécifier une fenêtre de référence (ex. 30 jours) pour calculer la dérive, et à inclure des alertes sur la fraîcheur des données (time since last update). Ajoutez aussi un backtest des seuils d'alerte sur des données historiques pour limiter les faux positifs avant la mise en production.
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