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Update model-monitoring-with-collected-data.yaml #3530

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merged 1 commit into from
Mar 4, 2025
Merged

Update model-monitoring-with-collected-data.yaml #3530

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6 changes: 3 additions & 3 deletions cli/monitoring/model-monitoring-with-collected-data.yaml
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Original file line number Diff line number Diff line change
Expand Up @@ -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
Expand All @@ -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
Expand All @@ -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
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