components data_drift_signal_monitor - Azure/azureml-assets GitHub Wiki

Data Drift - Signal Monitor

data_drift_signal_monitor

Overview

Computes the data drift between a baseline and production data assets.

Version: 0.3.49

View in Studio: https://ml.azure.com/registries/azureml/components/data_drift_signal_monitor/version/0.3.49

Inputs

Name Description Type Default Optional Enum
monitor_name string
signal_name string
target_data mltable
baseline_data mltable
numerical_metric string NormalizedWassersteinDistance
categorical_metric string JensenShannonDistance
numerical_threshold number 0.5
categorical_threshold number 0.5
filter_type string All
filter_value string *
monitor_current_time string
notification_emails string True
target_column string True
task_type string True
instance_type string standard_e4s_v3 True
override_numerical_features string True
override_categorical_features string True

Outputs

Name Description Type
signal_output uri_folder
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