diff --git a/cli/monitoring/model-monitoring-with-collected-data.yaml b/cli/monitoring/model-monitoring-with-collected-data.yaml index 3b8a471676c..f3612ba3d02 100644 --- a/cli/monitoring/model-monitoring-with-collected-data.yaml +++ b/cli/monitoring/model-monitoring-with-collected-data.yaml @@ -31,7 +31,7 @@ create_monitor: path: azureml:my_production_inference_data_model_inputs:1 # your collected data is registered as Azure Machine Learning asset type: uri_folder data_context: model_inputs - pre_processing_component: azureml:production_data_preprocessing:1 + pre_processing_component: azureml:production_data_preprocessing:1.0.0 reference_data: input_data: path: azureml:my_model_training_data:1 # use training data as comparison baseline @@ -43,7 +43,7 @@ create_monitor: top_n_feature_importance: 20 # monitor drift for top 20 features alert_enabled: true metric_thresholds: - numberical: + numerical: jensen_shannon_distance: 0.01 categorical: pearsons_chi_squared_test: 0.02 @@ -56,7 +56,7 @@ create_monitor: path: azureml:my_production_inference_data_model_outputs:1 # your collected data is registered as Azure Machine Learning asset type: uri_folder data_context: model_outputs - pre_processing_component: azureml:production_data_preprocessing:1 + pre_processing_component: azureml:production_data_preprocessing:1.0.0 reference_data: input_data: path: azureml:my_model_validation_data:1 # use training data as comparison reference dataset