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Vendor: Microsoft
Certifications: Role-based
Exam Code: DP-100
Exam Name: Designing and Implementing a Data Science Solution on Azure

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QUESTION 1
DRAG DROP
An organization uses Azure Machine Learning service and wants to expand its use of machine learning.
You have the following compute environments. The organization does not want to create another compute
environment.

examprepwebinar dp-100 exam questions-q1

You need to determine which compute environment to use for the following scenarios.
Which compute types should you use? To answer, drag the appropriate compute environments to the correct scenarios.
Each computing environment may be used once, more than once, or not at all. You may need to drag the split bar
between
panes or scroll to view content.
NOTE: Each correct selection is worth one point.
Select and Place:

examprepwebinar dp-100 exam questions-q1-2

Box 1: nb_server Box 2: mlc_cluster With Azure Machine Learning, you can train your model on a variety of resources
or environments, collectively referred to as compute targets. A computing target can be a local machine or a cloud
resource, such as an Azure Machine Learning Compute, Azure HDInsight, or a remote virtual machine.

examprepwebinar dp-100 exam questions-q1-3

Reference:
https://docs.microsoft.com/en-us/azure/machine-learning/concept-compute-target
https://docs.microsoft.com/en-us/azure/machine-learning/how-to-set-up-training-targets

QUESTION 2
HOTSPOT
You are tuning a hyperparameter for an algorithm. The following table shows a data set with different hyperparameter,
training error, and validation errors.

examprepwebinar dp-100 exam questions-q2

Use the drop-down menus to select the answer choice that answers each question based on the information presented
in the graphic.
Hot Area:

examprepwebinar dp-100 exam questions-q2-2

Correct Answer:

examprepwebinar dp-100 exam questions-q2-3

Box 1: 4
Choose the one which has lower training and validation error and also the closest match.
Minimize variance (the difference between validation error and train error).
Box 2: 5
Minimize variance (the difference between validation error and train error).
Reference:
https://medium.com/comet-ml/organizing-machine-learning-projects-project-management-guidelines-2d2b85651bbd

QUESTION 3
You need to visually identify whether outliers exist in the Age column and quantify the outliers before the outliers are
removed. Which three Azure Machine Learning Studio modules should you use? Each correct answer presents part of
the solution. NOTE: Each correct selection is worth one point.
A. Create Scatterplot
B. Summarize Data
C. Clip Values
D. Replace Discrete Values
E. Build Counting Transform
Correct Answer: ABC
B: To have a global view, the summarize data module can be used. Add the module and connect it to the data set that
needs to be visualized.
A: One way to quickly identify Outliers visually is to create scatter plots.
C: The easiest way to treat the outliers in Azure ML is to use the Clip Values module. It can identify and optionally
replace data values that are above or below a specified threshold.
You can use the Clip Values module in Azure Machine Learning Studio, to identify and optionally replace data values
that are above or below a specified threshold. This is useful when you want to remove outliers or replace them with a
mean, a constant, or other substitute value.
References: https://blogs.msdn.microsoft.com/azuredev/2017/05/27/data-cleansing-tools-in-azure-machine-learning/
https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/clip-values Question Set 3


QUESTION 4
You have a dataset created for multiclass classification tasks that contains a normalized numerical feature set with
10,000 data points and 150 features.
You use 75 percent of the data points for training and 25 percent for testing. You are using the scikit-learn machine
learning library in Python. You use X to denote the feature set and Y to denote class labels.
You create the following Python data frames:

examprepwebinar dp-100 exam questions-q4

You need to apply the Principal Component Analysis (PCA) method to reduce the dimensionality of the feature set to 10
features in both training and testing sets.
How should you complete the code segment? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:

examprepwebinar dp-100 exam questions-q4-2

Box 1: PCA(n_components = 10)
Need to reduce the dimensionality of the feature set to 10 features in both training and testing sets.
Example:
from sklearn.decomposition import PCA
pca = PCA(n_components=2) ;2 dimensions
principalComponents = pca.fit_transform(x)
Box 2: pca
fit_transform(X[, y])fits the model with X and apply the dimensionality reduction on X.
Box 3: transform(x_test)
transform(X) applies dimensionality reduction to X.
References:
https://scikit-learn.org/stable/modules/generated/sklearn.decomposition.PCA.html

QUESTION 5
HOTSPOT
You deploy a model in Azure Container Instance.
You must use the Azure Machine Learning SDK to call the model API.
You need to invoke the deployed model using native SDK classes and methods.
How should you complete the command? To answer, select the appropriate options in the answer areas.
NOTE: Each correct selection is worth one point.
Hot Area:

examprepwebinar dp-100 exam questions-q5

Box 1: from azureml.core.webservice import Webservice
The following code shows how to use the SDK to update the model, environment, and entry script for a web service to Azure Container Instances:
from azureml.core import Environment
from azureml.core.webservice import Webservice
from azureml.core.model import Model, InferenceConfig
Box 2: predictions = service.run(input_json)
Example: The following code demonstrates sending data to the service:
import json
test_sample = json.dumps({\\’data\\’: [ [1, 2, 3, 4, 5, 6, 7, 8, 9, 10], [10, 9, 8, 7, 6, 5, 4, 3, 2, 1]
]})
test_sample = bytes(test_sample, encoding=\\’utf8\\’)
prediction = service.run(input_data=test_sample) print(prediction)
Reference: https://docs.microsoft.com/bs-latn-ba/azure/machine-learning/how-to-deploy-azure-container-instance
https://docs.microsoft.com/en-us/azure/machine-learning/how-to-troubleshoot-deployment

QUESTION 6
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:

examprepwebinar dp-100 exam questions-q6

Does the solution meet the goal?
A. Yes
B. No
Correct Answer: A
The two steps are present: process_step and train_step
Data_input correctly references the data in the data store.
Note:
Data used in pipeline can be produced by one step and consumed in another step by providing a PipelineData object as
an output of one step and an input of one or more subsequent steps.
PipelineData objects are also used when constructing Pipelines to describe step dependencies. To specify that a step
requires the output of another step as input, use a PipelineData object in the constructor of both steps.
For example, the pipeline train step depends on the process_step_output output of the pipeline process step:
from azureml.pipeline.core import Pipeline, PipelineData from azureml.pipeline.steps import PythonScriptStep
datastore = ws.get_default_datastore()
process_step_output = PipelineData(“processed_data”, datastore=datastore) process_step =
PythonScriptStep(script_name=”process.py”, arguments=[“–data_for_train”, process_step_output],
outputs=[process_step_output],
compute_target=aml_compute,
source_directory=process_directory)
train_step = PythonScriptStep(script_name=”train.py”,
arguments=[“–data_for_train”, process_step_output],
inputs=[process_step_output],
compute_target=aml_compute,
source_directory=train_directory)
pipeline = Pipeline(workspace=ws, steps=[process_step, train_step])
Reference:
https://docs.microsoft.com/en-us/python/api/azureml-pipeline-core/azureml.pipeline.core.pipelinedata?view=azure-mlpy


QUESTION 7
HOTSPOT
You are using Azure Machine Learning to train machine learning models. You need to compute the target on which to
remotely run the training script.
You run the following Python code:

examprepwebinar dp-100 exam questions-q7

For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Hot Area:

examprepwebinar dp-100 exam questions-q7-2

Correct Answer:

examprepwebinar dp-100 exam questions-q7-3

Box 1: Yes
The compute is created within your workspace region as a resource that can be shared with other users.
Box 2: Yes
It is displayed as a compute cluster.
View compute targets
1.
To see all compute targets for your workspace, use the following steps:
2.
Navigate to Azure Machine Learning studio.
3.
Under Manage, select Compute.
4.
Select tabs at the top to show each type of computing target.

examprepwebinar dp-100 exam questions-q7-4

Box 3: Yes
min_nodes is not specified, so it defaults to 0.
Reference:
https://docs.microsoft.com/en-us/python/api/azuremlcore/azureml.core.compute.amlcompute.amlcomputeprovisioningconfiguration
https://docs.microsoft.com/en-us/azure/machine-learning/how-to-create-attach-compute-studio

QUESTION 8
HOTSPOT
You are performing a classification task in Azure Machine Learning Studio.
You must prepare balanced testing and training samples based on a provided data set.
You need to split the data with a 0.75:0.25 ratio.
Which value should you use for each parameter? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:

examprepwebinar dp-100 exam questions-q8

Correct Answer:

examprepwebinar dp-100 exam questions-q8-2

Box 1: Split rows
Use the Split Rows 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.
You can also randomize the selection of rows in each group, and use stratified sampling. In stratified sampling, you
must select a single column of data for which you want values to be apportioned equally among the two result datasets.
Box 2: 0.75
If you specify a number as a percentage, or if you use a string that contains the “%” character, the value is interpreted
as a percentage. All percentage values must be within the range (0, 100), not including the values 0 and 100.
Box 3: Yes
To ensure splits are balanced.
Box 4: No
If you use the option for a stratified split, the output datasets can be further divided by subgroups, by selecting a strata
column.
Reference:
https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/split-data

QUESTION 9
You use the Azure Machine Learning Studio to build a machine learning experiment.
You need to divide data into two distinct datasets.
Which module should you use?
A. Assign Data to Clusters
B. Load Trained Model
C. Partition and Sample
D. Tune Model-Hyperparameters
Correct Answer: C
Partition and Sample with the Stratified split option outputs multiple datasets, partitioned using the rules you specified.
References: https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/partition-and-sample

QUESTION 10
You are creating a binary classification by using a two-class logistic regression model.
You need to evaluate the model results for imbalance.
Which evaluation metric should you use?
A. Relative Absolute Error
B. AUC Curve
C. Mean Absolute Error
D. Relative Squared Error
E. Accuracy
F. Root Mean Square Error
Correct Answer: B
One can inspect the true positive rate vs. the false positive rate in the Receiver Operating Characteristic (ROC) curve
and the corresponding Area Under the Curve (AUC) value. The closer this curve is to the upper left corner, the better
the
classifier\\’s performance is (that is maximizing the true positive rate while minimizing the false positive rate). Curves
that are close to the diagonal of the plot, result from classifiers that tend to make predictions that are close to random
guessing.
Reference:
https://docs.microsoft.com/en-us/azure/machine-learning/studio/evaluate-model-performance#evaluating-a-binaryclassification-model

QUESTION 11
You are solving a classification task.
You must evaluate your model on a limited data sample by using k-fold cross-validation. You start by configuring a k
parameter as the number of splits.
You need to configure the k parameter for the cross-validation.
Which value should you use?
A. k=0.5
B. k=0.01
C. k=5
D. k=1
Correct Answer: C
Leave One Out (LOO) cross-validation
Setting K = n (the number of observations) yields n-fold and is called leave-one-out cross-validation (LOO), a special
case of the K-fold approach.
LOO CV is sometimes useful but typically doesn\\’t shake up the data enough. The estimates from each fold are highly
correlated and hence their average can have high variance. This is why the usual choice is K=5 or 10. It provides a
good
compromise for the bias-variance tradeoff.

QUESTION 12
You are creating a machine learning model. You have a dataset that contains null rows.
You need to use the Clean Missing Data module in Azure Machine Learning Studio to identify and resolve the null and
missing data in the dataset.
Which parameter should you use?
A. Replace with mean
B. Remove entire column
C. Remove entire row
D. Hot Deck
E. Custom substitution value
F. Replace with mode
Correct Answer: C
Remove entire row: Completely removes any row in the dataset that has one or more missing values. This is useful if
the missing value can be considered randomly missing.
References: https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/clean-missing-data

QUESTION 13
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?
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.
Correct Answer: A
In the DSVM, your training models can use deep learning algorithms on hardware that\\’s based on graphics processing
units (GPUs).
PostgreSQL is available for the following operating systems: Linux (all recent distributions), 64-bit installers available for
macOS (OS X) version 10.6 and newer? Windows (with installers available for 64-bit version; tested on latest versions
and back to Windows 2012 R2.
Incorrect Answers:
B: The Azure Geo AI Data Science VM (Geo-DSVM) delivers geospatial analytics capabilities from Microsoft\\’s Data Science VM. Specifically, this VM extends the AI and data science toolkits in the Data Science VM by adding ESRI\\’s
market-leading ArcGIS Pro Geographic Information System.
C, D: DLVM is a template on top of the DSVM image. In terms of the packages, GPU drivers, etc are all there in the DSVM
image. Mostly it is for convenience during creation where we only allow DLVM to be created on GPU VM instances on
Azure.
Reference: https://docs.microsoft.com/en-us/azure/machine-learning/data-science-virtual-machine/overview

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Latest questions of the Microsoft Role-based MS-100 exam

QUESTION 1
You have a Microsoft Azure Active Directory (Azure AD) tenant named contoso.com that includes a user named User1.
You enable multi-factor authentication for contoso.com and configure the following two fraud alert settings:
Set Allow users to submit fraud alerts: On
Automatically block users who report fraud: On
You need to instruct the users in your organization to use the fraud reporting features correctly.
What should you tell the users to do? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:

examprepwebinar ms-100 exam questions-q1

QUESTION 2
You need to meet the security requirement for Group1. What should you do?
A. Configure all users to sign in by using multi-factor authentication.
B. Modify the properties of Group1.
C. Assign Group1 a management role.
D. Modify the Password reset properties of the Azure AD tenant.
Correct Answer: D
References: https://docs.microsoft.com/en-us/azure/active-directory/authentication/concept-sspr-howitworks


QUESTION 3
Your network contains an Active Directory domain and a Microsoft Azure Active Directory (Azure AD) tenant.
The network uses a firewall that contains a list of allowed outbound domains.
You begin to implement directory synchronization.
You discover that the firewall configuration contains only the following domain names in the list of allowed domains:
*.microsoft.com
*.office.com
Directory synchronization fails.
You need to ensure that directory synchronization completes successfully.
What is the best approach to achieve the goal? More than one answer choice may achieve the goal. Select the BEST
answer.
A. From the firewall, allow the IP address range of the Azure data center for outbound communication.
B. From Azure AD Connect, modify the Customize synchronization options task.
C. Deploy an Azure AD Connect sync server in staging mode.
D. From the firewall, create a list of allowed inbound domains.
E. From the firewall, modify the list of allowed outbound domains.
Correct Answer: E

QUESTION 4
You have a Microsoft 365 subscription.
You need to prevent phishing email messages from being delivered to your organization.
What should you do?
A. From the Exchange admin center, create an anti-malware policy.
B. From Security and Compliance, create a DLP policy.
C. From Security and Compliance, create a new threat management policy.
D. From the Exchange admin center, create a spam filter policy.
Correct Answer: C
References: https://docs.microsoft.com/en-us/office365/securitycompliance/set-up-anti-phishing-policies

QUESTION 5
Your company has a Microsoft Office 365 tenant.
You suspect that several Office 365 features were recently updated.
You need to view a list of the features that were recently updated in the tenant.
Solution: You use Dashboard in Security and Compliance.
Does this meet the goal?
A. Yes
B. No
Correct Answer: B

QUESTION 6
Your network contains an on-premises Active Directory domain that is synced to Microsoft Azure Active Directory (Azure
AD) as shown in the following exhibit.

examprepwebinar ms-100 exam questions-q6

An on-premises Active Directory user account named Allan Yoo is synchronized to Azure AD. You view Allan\\’s
account from Microsoft 365 and notice that his username is set to [email protected] For each of the
following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Hot Area:

examprepwebinar ms-100 exam questions-q6-2

Correct Answer:

examprepwebinar ms-100 exam questions-q6-3

QUESTION 7
Your company has offices in several cities and 100,000 users.
The network contains an Active Directory domain named contoso.com.
You purchase Microsoft 365 and plan to deploy several Microsoft 365 services.
You are evaluating the implementation of pass-through authentication and seamless SSO. Azure AD Connect will NOT
be in staging mode.
You need to identify the redundancy limits for the planned implementation.
What should you identify? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:

examprepwebinar ms-100 exam questions-q7

QUESTION 8
You have a Microsoft 365 subscription.
You need to implement Windows Defender Advanced Threat Protection (ATP) for all the supported devices enrolled
devices enrolled on mobile device management (MDM).
What should you include in the device configuration profile? To answer, select the appropriate options in the answer
area.
NOTE: Each correct selection is worth one point.
Hot Area:

examprepwebinar ms-100 exam questions-q8

Correct Answer:

examprepwebinar ms-100 exam questions-q8-2

References: https://docs.microsoft.com/en-us/intune/advanced-threat-protection


QUESTION 9
Your company has 10 offices.
The network contains an Active Directory domain named contoso.com. The domain contains 500 client computers.
Each office is configured as a separate subnet.
You discover that one of the offices has the following:
Computers that have several preinstalled applications
Computers that use nonstandard computer names
Computers that have Windows 10 preinstalled
Computers that are in a workgroup
You must configure the computers to meet the following corporate requirements:
All the computers must be joined to the domain.
All the computers must have computer names that use a prefix of CONTOSO.
All the computers must only have approved corporate applications installed.
You need to recommend a solution to redeploy the computers. The solution must minimize the deployment time.
A. a provisioning package
B. wipe and load refresh
C. Windows Autopilot
D. an in-place upgrade
Correct Answer: A
By using a Provisioning, IT administrators can create a self-contained package that contains all of the configuration,
settings, and apps that need to be applied to a device. Incorrect Answers:
C: With Windows Autopilot the user can set up pre-configure devices without the need consult their IT administrator.
D: Use the In-Place Upgrade option when you want to keep all (or at least most) existing applications.
References: https://docs.microsoft.com/en-us/windows/deployment/windows-10-deployment-scenarios
https://docs.microsoft.com/en-us/windows/deployment/windows-autopilot/windows-autopilot

QUESTION 10
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.
Your company has a Microsoft Office 365 tenant.
You suspect that several Office 365 features were recently updated.
You need to view a list of the features that were recently updated in the tenant.
Solution: You use Monitoring and reports from the Compliance admin center.
Does this meet the goal?
A. Yes
B. No
Correct Answer: B

QUESTION 11
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 need to assign User2 the required roles to meet the security requirements.
Solution: From the Office 365 admin center, you assign User2 the Security Administrator role. From the Exchange
admin center, you add User2 to the View-Only Organization Management role.
Does this meet the goal?
A. Yes
B. No
Correct Answer: B

QUESTION 12
You have a Microsoft 365 Enterprise subscription.
You have a conditional access policy to force multi-factor authentication when accessing Microsoft SharePoint from a
mobile device.
You need to view which users authenticated by using multi-factor authentication.
What should you do?
A. From the Microsoft 365 admin center, view the Security and Compliance reports.
B. From the Azure Active Directory admin center, view the user sign-ins.
C. From the Microsoft 365 admin center, view the Usage reports.
D. From the Azure Active Directory admin center, view the audit logs.
Correct Answer: B
References: https://docs.microsoft.com/en-us/azure/active-directory/authentication/howto-mfa-reporting

QUESTION 13
You have a Microsoft Azure Active Directory (Azure AD) tenant named contoso.onmicrosoft.com. An external user has a
Microsoft account that uses an email address of [email protected]
An administrator named Admin1 attempts to create a user account for the external user and receives the error message
shown in the following exhibit.

examprepwebinar ms-100 exam questions-q13

You need to ensure that Admin1 can add the user.
What should you do from the Azure Active Directory admin center?
A. Add a custom domain name named outlook.com.
B. Modify the Authentication methods.
C. Modify the External collaboration settings.
D. Assign Admin1 the Security administrator role.
Correct Answer: C

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