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.

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Feature stability

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

MetricRoleSegments
distribution_shiftTop 5 important featuresEntire set

Dataset Shift

You can scan input drift at the segment level.

MetricRoleSegments
input_driftCross FeaturesAll Segments

Training-Serving skew

alert when input is above a certain threshold from the baseline

MetricRoleSegments
input_driftCross FeaturesEntire set