components prediction_drift_signal_monitor

Prediction Drift - Signal Monitor

prediction_drift_signal_monitor

Overview

Computes the prediction drift between a baseline and a target data assets.

Version: 0.4.24

View in Studio: https://ml.azure.com/registries/azureml/components/prediction_drift_signal_monitor/version/0.4.24

Inputs

Name	Description	Type	Default	Optional	Enum
signal_name		string
monitor_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
monitor_current_time		string
filter_type		string	All
filter_value		string	*
notification_emails		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