The drift monitor measures how different the selected data distribution is from the baseline.
Superwise offers you a number of templates for policies that monitor drift.

Feature stability

The feature stability metric monitors the five most important features that contribute to long-lasting drift across the entire data set.

Metric

Role

Segments

distribution_shift

Top 5 important features

Entire set

Dataset Shift

You can scan input drift at the segment level.

Metric

Role

Segments

input_drift

Cross Features

All Segments

Training-Serving skew

alert when input is above a certain threshold from the baseline

Metric

Role

Segments

input_drift

Cross Features

Entire set


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