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Microsoft

DP-100 · Question #304

You create a binary classification model. The model is registered in an Azure Machine Learning workspace. You use the Azure Machine Learning Fairness SDK to assess the model fairness. You develop a tr

The correct answer is C. Implement the upload_dashboard_dictionary function. You should implement the upload_dashboard_dictionary function from the azureml.contrib.fairness package. When model fairness metrics are computed locally using the Fairlearn SDK, the results are stored as a dashboard dictionary object. The upload_dashboard_dictionary() function s

Train and deploy models

Question

You create a binary classification model. The model is registered in an Azure Machine Learning workspace. You use the Azure Machine Learning Fairness SDK to assess the model fairness. You develop a training script for the model on a local machine. You need to load the model fairness metrics into Azure Machine Learning studio. What should you do?

Options

  • AImplement the download_dashboard_by_upload_id function
  • BImplement the function
  • CImplement the upload_dashboard_dictionary function
  • DUpload the training script

How the community answered

(22 responses)
  • A
    9% (2)
  • B
    5% (1)
  • C
    82% (18)
  • D
    5% (1)

Explanation

You should implement the upload_dashboard_dictionary function from the azureml.contrib.fairness package. When model fairness metrics are computed locally using the Fairlearn SDK, the results are stored as a dashboard dictionary object. The upload_dashboard_dictionary() function serializes this dictionary and uploads it to the Azure ML workspace, making the fairness metrics visible in Azure ML Studio's Fairness dashboard. The download_dashboard_by_upload_id function (A) retrieves an already-uploaded dashboard rather than uploading new data. Uploading just the training script (D) does not transfer the computed fairness metrics to Studio.

Topics

#Azure Machine Learning#Model Fairness SDK#Responsible AI#Metrics Upload

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