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Model monitoring

Evidently is a tool for analyzing and tracking data and ML model quality throughout the model lifecycle.

Use it when

  • You want to calculate data drift, target drift, and model performance as part of a pipeline or monitor deployed models.
  • You want out-of-the-box interactive reports.
  • You want easy integration with Grafana, Apache Airflow, or MLflow.

Example stacks

Airflow + MLflow stack


pip install evidently