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Model Monitoring

MOD-ul MON-ih-ter-ing

/ˈmɒdəl ˈmɒnɪtərɪŋ/

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Syllable breakdown

modelmonitoring

Dictionary meaning

The practice of continuously observing a deployed machine learning model's behaviour, performance, and predictions in production to detect degradation or anomalies

Examples

  • Model monitoring alerted the team when prediction confidence scores dropped after a market shift.
  • Without model monitoring, a degraded model can silently serve poor recommendations for weeks.
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