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Designing and Implementing a Data Science Solution on Azure

Last Update Apr 18, 2024
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Designing and Implementing a Data Science Solution on Azure Questions and Answers

Questions 1

You use the designer to create a training pipeline for a classification model. The pipeline uses a dataset that includes the features and labels required for model training.

You create a real-time inference pipeline from the training pipeline. You observe that the schema for the generated web service input is based on the dataset and includes the label column that the model predicts. Client applications that use the service must not be required to submit this value.

You need to modify the inference pipeline to meet the requirement.

What should you do?

Options:

A.

Add a Select Columns in Dataset module to the inference pipeline after the dataset and use it to select all columns other than the label.

B.

Delete the dataset from the training pipeline and recreate the real-time inference pipeline.

C.

Delete the Web Service Input module from the inference pipeline.

D.

Replace the dataset in the inference pipeline with an Enter Data Manually module that includes data for the feature columns but not the label column.

Questions 2

Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution.

After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen.

You create a model to forecast weather conditions based on historical data.

You need to create a pipeline that runs a processing script to load data from a datastore and pass the processed data to a machine learning model training script.

Solution: Run the following code:

Does the solution meet the goal?

Options:

A.

Yes

B.

No

Questions 3

You must use the Azure Machine Learning SDK to interact with data and experiments in the workspace.

You need to configure the config.json file to connect to the workspace from the Python environment.

Which two additional parameters must you add to the config.json file in order to connect to the workspace? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.

subscription_Id

B.

Key

C.

resource_group

D.

region

E.

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