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Model monitoring

NannyML is a python library for performance monitoring ML models in production.

Use it when

  • You want to detect silent model failure.
  • You want to find a root cause for the performance drop of a model in production.
  • You want to estimate and monitor model performance.
  • You want to detect data drift.
  • You want built-in intelligent alert notifications.

Watch out

  • The library works only with tabular data models.

Example stacks

Airflow + MLflow stack


pip install nannyml