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Pass the Microsoft Azure DP-100 Questions and answers with ValidTests

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Questions # 1:

You have an Azure Machine Learning workspace named Workspace 1 Workspace! has a registered Mlflow model named model 1 with PyFunc flavor

You plan to deploy model1 to an online endpoint named endpoint1 without egress connectivity by using Azure Machine learning Python SDK vl

You have the following code:

Question # 1

You need to add a parameter to the ManagedOnlineDeployment object to ensure the model deploys successfully

Solution: Add the environment parameter.

Does the solution meet the goal?

Options:

A.

Yes

B.

No

Expert Solution
Questions # 2:

You deploy a real-time inference service for a trained model.

The deployed model supports a business-critical application, and it is important to be able to monitor the data submitted to the web service and the predictions the data generates.

You need to implement a monitoring solution for the deployed model using minimal administrative effort.

What should you do?

Options:

A.

View the explanations for the registered model in Azure ML studio.

B.

Enable Azure Application Insights for the service endpoint and view logged data in the Azure portal.

C.

Create an ML Flow tracking URI that references the endpoint, and view the data logged by ML Flow.

D.

View the log files generated by the experiment used to train the model.

Expert Solution
Questions # 3:

You use Azure Machine Learning studio to analyze a dataset containing a decimal column named column1. You need to verity that the column1 values are normally distributed.

Which static should you use?

Options:

A.

Profile

B.

Type

C.

Max

D.

Mean

Expert Solution
Questions # 4:

You create an Azure Machine Learning workspace. You use Azure Machine Learning designer to create a pipeline within the workspace. You need to submit a pipeline run from the designer.

What should you do first?

Options:

A.

Create a compute cluster.

B.

Create an attached compute resource.

C.

Select a model.

D.

Create an experiment.

Expert Solution
Questions # 5:

You are building a regression model tot estimating the number of calls during an event.

You need to determine whether the feature values achieve the conditions to build a Poisson regression model.

Which two conditions must the feature set contain? I ach correct answer presents part of the solution. NOTE: Each correct selection is worth one point.

Options:

A.

The label data must be a negative value.

B.

The label data can be positive or negative,

C.

The label data must be a positive value

D.

The label data must be non discrete.

E.

The data must be whole numbers.

Expert Solution
Questions # 6:

You have an Azure Machine Learning workspace.

You plan to use the workspace to set up automated machine learning training for an image classification model.

You need to choose the primary metric to optimize the model training.

Which primary metric should you choose?

Options:

A.

r2_score

B.

mean_absolute_error

C.

accuracy

D.

root_mean_squared_log_error

Expert Solution
Questions # 7:

You have an Azure Machine Learning workspace that contains a training cluster and an inference cluster.

You plan to create a classification model by using the Azure Machine Learning designer.

You need to ensure that client applications can submit data as HTTP requests and receive predictions as responses.

Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

Question # 7

Options:

Expert Solution
Questions # 8:

You use Data Science Virtual Machines (DSVMs) for Windows and Linux in Azure.

You need to access the DSVMs.

Which utilities should you use? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Question # 8

Options:

Expert Solution
Questions # 9:

You are implementing a machine learning model to predict stock prices.

The model uses a PostgreSQL database and requires GPU processing.

You need to create a virtual machine that is pre-configured with the required tools.

What should you do?

Options:

A.

Create a Data Science Virtual Machine (DSVM) Windows edition.

B.

Create a Geo Al Data Science Virtual Machine (Geo-DSVM) Windows edition.

C.

Create a Deep Learning Virtual Machine (DLVM) Linux edition.

D.

Create a Deep Learning Virtual Machine (DLVM) Windows edition.

E.

Create a Data Science Virtual Machine (DSVM) Linux edition.

Expert Solution
Questions # 10:

You are moving a large dataset from Azure Machine Learning Studio to a Weka environment.

You need to format the data for the Weka environment.

Which module should you use?

Options:

A.

Convert to CSV

B.

Convert to Dataset

C.

Convert to ARFF

D.

Convert to SVMLight

Expert Solution
Questions # 11:

You create an Azure Machine Learning model to include model files and a scorning script. You must deploy the model. The deployment solution must meet the following requirements:

• Provide near real-time inferencing.

• Enable endpoint and deployment level cost estimates.

• Support logging to Azure Log Analytics.

You need to configure the deployment solution.

What should you configure? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Question # 11

Options:

Expert Solution
Questions # 12:

You have a dataset that includes confidential data. You use the dataset to train a model.

You must use a differential privacy parameter to keep the data of individuals safe and private.

You need to reduce the effect of user data on aggregated results.

What should you do?

Options:

A.

Decrease the value of the epsilon parameter to reduce the amount of noise added to the data

B.

Increase the value of the epsilon parameter to decrease privacy and increase accuracy

C.

Decrease the value of the epsilon parameter to increase privacy and reduce accuracy

D.

Set the value of the epsilon parameter to 1 to ensure maximum privacy

Expert Solution
Questions # 13:

You need to define a process for penalty event detection.

Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

Question # 13

Options:

Expert Solution
Questions # 14:

You need to define a modeling strategy for ad response.

Which three actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.

Question # 14

Options:

Expert Solution
Questions # 15:

You need to configure the Permutation Feature Importance module for the model training requirements.

What should you do? To answer, select the appropriate options in the dialog box in the answer area.

NOTE: Each correct selection is worth one point.

Question # 15

Options:

Expert Solution
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