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Alibi Detect

Model monitoring

Alibi Detect is an open-source Python library focused on outlier, adversarial, and drift detection.

Use it when

  • You want to monitor your deployed model to detect data drift, outlier observations far from your training data, and adversarial examples that maliciously cause your model to make prediction mistakes.
  • You want a tool that has direct integration with Seldon Core and KServe.

Watch out

  • Alibi Detect provides sophisticated detection algorithms out-of-the-box, but you may need to write custom code to integrate them into your monitoring system.

Example stacks

Airflow + MLflow stack


pip install alibi-detect