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
Installation
pip install nannyml