Model Monitoring
Amazon SageMaker Model Monitor currently provides the following types of monitoring:
- Monitor Data Quality: Detect drifts in data quality such as deviations from baseline data types.
- Monitor Model Quality: Monitor drift in model quality metrics, such as accuracy.
- Monitor Bias Drift for Models in Production: Monitor bias in your model’s predictions.
- Monitor Feature Attribution Drift for Models in Production: Monitor drift in feature attribution.