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Data quality monitoring — MLOps Zoomcamp Module 5

MLOps Zoomcamp › Module 5: Model Monitoring › Data quality monitoring

Notes

Note: in this video we use Prefect (07:33-11:21). Feel free to skip this part. Also note that Prefect is not officially supported in the 2024 edition of the course.

Key concepts

• Model Monitoring

Related notes

• mlops-m05-debugging-with-test-suites-and-reports
• mlops-m05-dummy-monitoring
• mlops-m05-environment-setup
• mlops-m05-evidently-metrics-calculation
• mlops-m05-evidently-monitoring-dashboard
• mlops-m05-intro-to-ml-monitoring
• mlops-m05-prepare-reference-and-model
• mlops-m05-save-grafana-dashboard
• mlops-m07-course-project

Sources

• Video
• Lesson file