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Question 81

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You use Azure Machine Learning Studio to build a machine learning experiment.

You need to divide data into two distinct datasets.

Which module should you use?

Split Data

Split Data

Load Trained Model

Load Trained Model

Assign Data to Clusters

Assign Data to Clusters

Group Data into Bins

Group Data into Bins

Suggested answer: D
Explanation:

The Group Data into Bins module supports multiple options for binning data. You can customize how the bin edges are set and how values are apportioned into the bins.

Reference:

https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/group-data-into-bins

asked 07/05/2025
Hassene SAADI
40 questions

Question 82

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You are a lead data scientist for a project that tracks the health and migration of birds. You create a multi-class image classification deep learning model that uses a set of labeled bird photographs collected by experts.

You have 100,000 photographs of birds. All photographs use the JPG format and are stored in an Azure blob container in an Azure subscription.

You need to access the bird photograph files in the Azure blob container from the Azure Machine Learning service workspace that will be used for deep learning model training. You must minimize data movement.

What should you do?

Create an Azure Data Lake store and move the bird photographs to the store.

Create an Azure Data Lake store and move the bird photographs to the store.

Create an Azure Cosmos DB database and attach the Azure Blob containing bird photographs storage to the database.

Create an Azure Cosmos DB database and attach the Azure Blob containing bird photographs storage to the database.

Create and register a dataset by using TabularDataset class that references the Azure blob storage containing bird photographs.

Create and register a dataset by using TabularDataset class that references the Azure blob storage containing bird photographs.

Register the Azure blob storage containing the bird photographs as a datastore in Azure Machine Learning service.

Register the Azure blob storage containing the bird photographs as a datastore in Azure Machine Learning service.

Copy the bird photographs to the blob datastore that was created with your Azure Machine Learning service workspace.

Copy the bird photographs to the blob datastore that was created with your Azure Machine Learning service workspace.

Suggested answer: D
Explanation:

We recommend creating a datastore for an Azure Blob container. When you create a workspace, an Azure blob container and an Azure file share are automatically registered to the workspace.

Reference:

https://docs.microsoft.com/en-us/azure/machine-learning/how-to-access-data

asked 07/05/2025
Venkata Nandyala
47 questions

Question 83

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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 are analyzing a numerical dataset which contains missing values in several columns.

You must clean the missing values using an appropriate operation without affecting the dimensionality of the feature set.

You need to analyze a full dataset to include all values.

Solution: Calculate the column median value and use the median value as the replacement for any missing value in the column.

Does the solution meet the goal?

Yes

Yes

No

No

Suggested answer: B
Explanation:

Use the Multiple Imputation by Chained Equations (MICE) method.

Reference: https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3074241/ https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/clean-missing-data

asked 07/05/2025
Ahmed Ebrahim
54 questions

Question 84

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You create an Azure Machine Learning workspace.

You must create a custom role named DataScientist that meets the following requirements:

Role members must not be able to delete the workspace.

Role members must not be able to create, update, or delete compute resource in the workspace.

Role members must not be able to add new users to the workspace.

You need to create a JSON file for the DataScientist role in the Azure Machine Learning workspace.

The custom role must enforce the restrictions specified by the IT Operations team.

Which JSON code segment should you use?


Microsoft DP-100 image Question 29 Answer 1 63882177401911197891089


Microsoft DP-100 image Question 29 Answer 1 63882177401911197891089


Microsoft DP-100 image Question 29 Answer 2 63882177401911197891089


Microsoft DP-100 image Question 29 Answer 2 63882177401911197891089


Microsoft DP-100 image Question 29 Answer 3 63882177401911197891089


Microsoft DP-100 image Question 29 Answer 3 63882177401911197891089


Microsoft DP-100 image Question 29 Answer 4 63882177401911197891089


Microsoft DP-100 image Question 29 Answer 4 63882177401911197891089

Suggested answer: A
Explanation:

The following custom role can do everything in the workspace except for the following actions:

It can't create or update a compute resource.

It can't delete a compute resource.

It can't add, delete, or alter role assignments.

It can't delete the workspace.

To create a custom role, first construct a role definition JSON file that specifies the permission and scope for the role. The following example defines a custom role named "Data Scientist Custom" scoped at a specific workspace level:

data_scientist_custom_role.json :

{

"Name": "Data Scientist Custom",

"IsCustom": true,

"Description": "Can run experiment but can't create or delete compute.",

"Actions": ["*"],

"NotActions": [

"Microsoft.MachineLearningServices/workspaces/*/delete",

"Microsoft.MachineLearningServices/workspaces/write",

"Microsoft.MachineLearningServices/workspaces/computes/*/write",

"Microsoft.MachineLearningServices/workspaces/computes/*/delete",

"Microsoft.Authorization/*/write"

],

"AssignableScopes": [

"/subscriptions/<subscription_id>/resourceGroups/<resource_group_name>/providers/Microsoft.MachineLearningServices/workspaces/<workspace_name>"

]

}

Reference:

https://docs.microsoft.com/en-us/azure/machine-learning/how-to-assign-roles

asked 07/05/2025
Gennaro Migliaccio
37 questions

Question 85

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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 are a data scientist using Azure Machine Learning Studio.

You need to normalize values to produce an output column into bins to predict a target column.

Solution: Apply an Equal Width with Custom Start and Stop binning mode.

Does the solution meet the goal?

Yes

Yes

No

No

Suggested answer: B
Explanation:

Use the Entropy MDL binning mode which has a target column.

Reference:

https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/group-data-into-bins

asked 07/05/2025
Felix Morales
44 questions

Question 86

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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 are a data scientist using Azure Machine Learning Studio.

You need to normalize values to produce an output column into bins to predict a target column.

Solution: Apply a Quantiles binning mode with a PQuantile normalization.

Does the solution meet the goal?

Yes

Yes

No

No

Suggested answer: B
Explanation:

Use the Entropy MDL binning mode which has a target column.

Reference: https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/group-data-into-bins

asked 07/05/2025
Rickey Dickens
48 questions

Question 87

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You are with a time series dataset in Azure Machine Learning Studio.

You need to split your dataset into training and testing subsets by using the Split Data module.

Which splitting mode should you use?

Recommender Split

Recommender Split

Regular Expression Split

Regular Expression Split

Relative Expression Split

Relative Expression Split

Split Rows with the Randomized split parameter set to true

Split Rows with the Randomized split parameter set to true

Suggested answer: D
Explanation:

Split Rows: Use this option if you just want to divide the data into two parts. You can specify the percentage of data to put in each split, but by default, the data is divided 50-50.

Incorrect Answers:

B: Regular Expression Split: Choose this option when you want to divide your dataset by testing a single column for a value. C: Relative Expression Split: Use this option whenever you want to apply a condition to a number column.

Reference: https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/split-data

asked 07/05/2025
Sergio Escobar
37 questions

Question 88

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You create an Azure Machine Learning workspace. You are preparing a local Python environment on a laptop computer. You want to use the laptop to connect to the workspace and run experiments.

You create the following config.json file.

{

"workspace_name" : "ml-workspace"

}

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.

login

login

resource_group

resource_group

subscription_id

subscription_id

key

key

region

region

Suggested answer: B, C
Explanation:

To use the same workspace in multiple environments, create a JSON configuration file. The configuration file saves your subscription (subscription_id), resource (resource_group), and workspace name so that it can be easily loaded.

The following sample shows how to create a workspace.

from azureml.core import Workspace ws = Workspace.create(name='myworkspace', subscription_id='<azure-subscription-id>', resource_group='myresourcegroup', create_resource_group=True,

location='eastus2'

)

Reference:

https://docs.microsoft.com/en-us/python/api/azureml-core/azureml.core.workspace.workspace

asked 07/05/2025
Alberto Castillo
40 questions

Question 89

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You create an Azure Machine Learning compute resource to train models. The compute resource is configured as follows:

Minimum nodes: 2

Maximum nodes: 4

You must decrease the minimum number of nodes and increase the maximum number of nodes to the following values:

Minimum nodes: 0

Maximum nodes: 8

You need to reconfigure the compute resource.

What are three possible ways to achieve this goal? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

Azure Machine Learning designer

Azure Machine Learning designer

Azure CLI ml extension v2

Azure CLI ml extension v2

Azure Machine Learning studio

Azure Machine Learning studio

BuildContext class in Python SDK v2

BuildContext class in Python SDK v2

MLCIient class in Python SDK v2

MLCIient class in Python SDK v2

Suggested answer: A, B, E
Explanation:

Reference:

https://docs.microsoft.com/en-us/python/api/azureml-core/azureml.core.compute.amlcompute(class)

asked 07/05/2025
law ryan
36 questions

Question 90

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You create a new Azure subscription. No resources are provisioned in the subscription.

You need to create an Azure Machine Learning workspace.

What are three possible ways to achieve this goal? Each correct answer presents a complete solution.

NOTE: Each correct selection is worth one point.

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