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Successfully passing the MLS-C01 exam and earning the AWS Certified Machine Learning – Specialty certification recognizes your expertise in building, training, tuning, and deploying machine learning (ML) models on AWS.

Amazon MLS-C01 exam method: Pearson VUE and PSI; Test centers or online proctored exams.

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Q1 – New

A Machine Learning Specialist is working with multiple data sources containing billions of records that need to be joined. What feature engineering and model development approach should the Specialist take with a dataset this large?

A. Use an Amazon SageMaker notebook for both feature engineering and model development
B. Use an Amazon SageMaker notebook for feature engineering and Amazon ML for model development
C. Use Amazon EMR for feature engineering and Amazon SageMaker SDK for model development
D. Use Amazon ML for both feature engineering and model development.

Correct Answer: B

Q2 – New

A large JSON dataset for a project has been uploaded to a private Amazon S3 bucket The Machine Learning Specialist wants to securely access and explore the data from an Amazon SageMaker notebook instance A new VPC was created and assigned to the Specialist.

How can the privacy and integrity of the data stored in Amazon S3 be maintained while granting access to the Specialist for analysis?

A. Launch the SageMaker notebook instance within the VPC with SageMaker-provided internet access enabled Use an S3 ACL to open read privileges to the everyone group

B. Launch the SageMaker notebook instance within the VPC and create an S3 VPC endpoint for the notebook to access the data Copy the JSON dataset from Amazon S3 into the ML storage volume on the SageMaker notebook instance and work against the local dataset

C. Launch the SageMaker notebook instance within the VPC and create an S3 VPC endpoint for the notebook to access the data Define a custom S3 bucket policy to only allow requests from your VPC to access the S3 bucket

D. Launch the SageMaker notebook instance within the VPC with SageMaker-provided internet access enabled. Generate an S3 pre-signed URL for access to data in the bucket

Correct Answer: B

Q3 – New

A Machine Learning team uses Amazon SageMaker to train an Apache MXNet handwritten digit classifier model using a research dataset. The team wants to receive a notification when the model is overfitting. Auditors want to view the Amazon SageMaker log activity report to ensure there are no unauthorized API calls.

What should the Machine Learning team do to address the requirements with the least amount of code and fewest steps?

A. Implement an AWS Lambda function to long Amazon SageMaker API calls to Amazon S3. Add code to push a custom metric to Amazon CloudWatch. Create an alarm in CloudWatch with Amazon SNS to receive a notification when the model is overfitting.

B. Use AWS CloudTrail to log Amazon SageMaker API calls to Amazon S3. Add code to push a custom metric to Amazon CloudWatch. Create an alarm in CloudWatch with Amazon SNS to receive a notification when the model is overfitting.

C. Implement an AWS Lambda function to log Amazon SageMaker API calls to AWS CloudTrail. Add code to push a custom metric to Amazon CloudWatch. Create an alarm in CloudWatch with Amazon
SNS to receive a notification when the model is overfitting.

D. Use AWS CloudTrail to log Amazon SageMaker API calls to Amazon S3. Set up Amazon SNS to receive a
notification when the model is overfitting.

Correct Answer: C

Q4 – New

A Machine Learning Specialist is building a logistic regression model that will predict whether or not a person will order a pizza. The Specialist is trying to build the optimal model with an ideal classification threshold.

What model evaluation technique should the Specialist use to understand how different classification thresholds will impact the model\\’s performance?

A. Receiver operating characteristic (ROC) curve
B. Misclassification rate
C. Root Mean Square Error (RMand)
D. L1 norm

Correct Answer: A

Reference: https://docs.aws.amazon.com/machine-learning/latest/dg/binary-model-insights.html

Q5 – New

A company has set up and deployed its machine learning (ML) model into production with an endpoint using Amazon SageMaker hosting services. The ML team has configured automatic scaling for its SageMaker instances to support workload changes. During testing, the team notices that additional instances are being launched before the new instances are ready. This behavior needs to change as soon as possible.

How can the ML team solve this issue?

A. Decrease the cooldown period for the scale-in activity. Increase the configured maximum capacity of instances.
B. Replace the current endpoint with a multi-model endpoint using SageMaker.
C. Set up Amazon API Gateway and AWS Lambda to trigger the SageMaker inference endpoint.
D. Increase the cooldown period for the scale-out activity.

Correct Answer: A

Reference: https://aws.amazon.com/blogs/machine-learning/configuring-autoscaling-inference-endpointsin-amazonsagemaker/

Q6 – New

A Data Scientist needs to migrate an existing on-premises ETL process to the cloud. The current process
runs at regular time intervals and uses PySpark to combine and format multiple large data sources into a
single consolidated output for downstream processing.

The Data Scientist has been given the following requirements to the cloud solution:
Combine multiple data sources.
Reuse existing PySpark logic.
Run the solution on the existing schedule.
Minimize the number of servers that will need to be managed.

Which architecture should the Data Scientist use to build this solution?

A. Write the raw data to Amazon S3. Schedule an AWS Lambda function to submit a Spark step to a persistent Amazon EMR cluster based on the existing schedule. Use the existing PySpark logic to run the ETL job on the EMR cluster. Output the results to a “processed” location in Amazon S3 that is accessible for downstream use.

B. Write the raw data to Amazon S3. Create an AWS Glue ETL job to perform the ETL processing against the input data. Write the ETL job in PySpark to leverage the existing logic. Create a new AWS Glue trigger to trigger the ETL job based on the existing schedule. Configure the output target of the ETL job to write to a “processed” location in Amazon S3 that is accessible for downstream use.

C. Write the raw data to Amazon S3. Schedule an AWS Lambda function to run on the existing schedule and process the input data from Amazon S3. Write the Lambda logic in Python and implement the existing PySpark logic to perform the ETL process. Have the Lambda function output the results to a “processed” location in Amazon S3 that is accessible for downstream use.

D. Use Amazon Kinesis Data Analytics to stream the input data and perform real-time SQL queries against the stream to carry out the required transformations within the stream. Deliver the output results to a “processed” location in Amazon S3 that is accessible for downstream use.

Correct Answer: D

Q7 – New

A machine learning (ML) specialist is administering a production Amazon SageMaker endpoint with model monitoring configured. Amazon SageMaker Model Monitor detects violations on the SageMaker endpoint, so the ML specialist retrains the model with the latest dataset. This dataset is statistically representative of the current production traffic.

The ML specialist notices that even after deploying the new SageMaker model and running the first monitoring job, the SageMaker endpoint still has violations.
What should the ML specialist do to resolve the violations?

A. Manually trigger the monitoring job to re-evaluate the SageMaker endpoint traffic sample.
B. Run the Model Monitor baseline job again on the new training set. Configure Model Monitor to use the new baseline.
C. Delete the endpoint and recreate it with the original configuration.
D. Retrain the model again by using a combination of the original training set and the new training set.

Correct Answer: B

Q8 -New

A company is using Amazon Polly to translate plaintext documents to speech for automated company announcements However company acronyms are being mispronounced in the current documents. How should a Machine Learning Specialist address this issue for future documents\\’?

A. Convert current documents to SSML with pronunciation tags
B. Create an appropriate pronunciation lexicon.
C. Output speech marks to guide in pronunciation
D. Use Amazon Lex to preprocess the text files for pronunciation

Correct Answer: A

Reference: https://docs.aws.amazon.com/polly/latest/dg/ssml.html

Q9 – New

A Machine Learning Specialist is designing a system for improving sales for a company. The objective is to use the large amount of information the company has on users\’ behavior and product preferences to predict which products users would like based on the users\’ similarity to other users.
What should the Specialist do to meet this objective?

A. Build a content-based filtering recommendation engine with Apache Spark ML on Amazon EMR.
B. Build a collaborative filtering recommendation engine with Apache Spark ML on Amazon EMR.
C. Build a model-based filtering recommendation engine with Apache Spark ML on Amazon EMR.
D. Build a combinative filtering recommendation engine with Apache Spark ML on Amazon EMR.

Correct Answer: B

Many developers want to implement the famous Amazon model that was used to power the “People who bought this also bought these items” feature on Amazon.com. This model is based on a method called Collaborative Filtering. It takes items such as movies, books, and products that were rated highly by a set of users and recommending them to other users who also gave them high ratings.

This method works well in domains where explicit ratings or implicit user actions can be gathered and analyzed.

Reference: https://aws.amazon.com/blogs/big-data/building-a-recommendation-engine-with-spark-ml-onamazon-emrusing-zeppelin/

Q10 – New

A retail company uses a machine learning (ML) model for daily sales forecasting. The company\\’s brand manager reports that the model has provided inaccurate results for the past 3 weeks.

At the end of each day, an AWS Glue job consolidates the input data that is used for the forecasting with the actual daily sales data and the predictions of the model. The AWS Glue job stores the data in Amazon S3. The company\\’s ML team is using an Amazon SageMaker Studio notebook to gain an understanding about the source of the model\\’s inaccuracies.

What should the ML team do on the SageMaker Studio notebook to visualize the model\\’s degradation MOST accurately?

A. Create a histogram of the daily sales over the last 3 weeks. In addition, create a histogram of the daily sales from before that period.
B. Create a histogram of the model errors over the last 3 weeks. In addition, create a histogram of the model errors from before that period.
C. Create a line chart with the weekly mean absolute error (MAE) of the model.
D. Create a scatter plot of daily sales versus model error for the last 3 weeks. In addition, create a scatter plot of daily sales versus model error from before that period.

Correct Answer: C

Reference: https://machinelearningmastery.com/time-series-forecasting-performance-measures-withpython/

Q11 – New

A manufacturing company has a large set of labeled historical sales data The manufacturer would like to predict how many units of a particular part should be produced each quarter Which machine learning approach should be used to solve this problem?

A. Logistic regression
B. Random Cut Forest (RCF)
C. Principal component analysis (PCA)
D. Linear regression

Correct Answer: B

Q12 – New

A retail company is selling products through a global online marketplace. The company wants to use machine learning (ML) to analyze customer feedback and identify specific areas for improvement. A developer has built a tool that collects customer reviews from the online marketplace and stores them in an Amazon S3 bucket. This process yields a dataset of 40 reviews.

A data scientist building the ML models must identify additional sources of data to increase the size of the dataset.

Which data sources should the data scientist use to augment the dataset of reviews? (Choose three.)

A. Emails exchanged by customers and the company\’s customer service agents
B. Social media posts containing the name of the company or its products
C. A publicly available collection of news articles
D. A publicly available collection of customer reviews
E. Product sales revenue figures for the company
F. Instruction manuals for the company\’s products

Correct Answer: BDF

Q13 – New

A Machine Learning Specialist at a company sensitive to security is preparing a dataset for model training. The dataset is stored in Amazon S3 and contains Personally Identifiable Information (Pll). The dataset:
1. Must be accessible from a VPC only.
2. Must not traverse the public internet.

How can these requirements be satisfied?

A. Create a VPC endpoint and apply a bucket access policy that restricts access to the given VPC endpoint and the VPC.
B. Create a VPC endpoint and apply a bucket access policy that allows access from the given VPC endpoint and an Amazon EC2 instance.
C. Create a VPC endpoint and use Network Access Control Lists (NACLs) to allow traffic between only the given VPC endpoint and an Amazon EC2 instance.
D. Create a VPC endpoint and use security groups to restrict access to the given VPC endpoint and an Amazon EC2 instance.

Correct Answer: B

Reference: https://docs.aws.amazon.com/AmazonS3/latest/dev/example-bucket-policies-vpcendpoint.html

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Online DP-100 Test Questions

QUESTION 1

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.

Step 1: Implement a K-Means Clustering model
Step 2: Use the cluster as a feature in a Decision jungle model.
Decision jungles are non-parametric models, which can represent non-linear decision boundaries.
Step 3: Use the raw score as a feature in a Score Matchbox Recommender model

The goal of creating a recommendation system is to recommend one or more “items” to “users” of the system. Examples of an item could be a movie, restaurant, book, or song. A user could be a person, group of persons or other entity with item preferences.

Scenario:
Ad response rated declined.
Ad response models must be trained at the beginning of each event and applied during the sporting event.
Market segmentation models must optimize for similar ad response history.
Ad response models must support non-linear boundaries of features.

References:
https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/multiclass-decision-jungle
https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/score-matchbox-recommender

QUESTION 2

You are planning to make use of Azure Machine Learning designer to train models. You need to choose a suitable compute type. Recommendation: You choose the Inference cluster. Will the requirements be satisfied?

A. Yes
B. No

Correct Answer: B

Reference: https://docs.microsoft.com/en-us/azure/machine-learning/how-to-create-attach-compute-studio

QUESTION 3

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 on 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?

A. Yes
B. No

Correct Answer: B

Note: Data used in the pipeline can be produced by one step and consumed in another step by providing a PipelineData object as an output of one step and input of one or more subsequent steps.
Compare with this example, the pipeline train step depends on the process_step_output output of the pipeline process step:

from azure ml.pipeline.core import Pipeline, PipelineData from azure ml.pipeline.steps import PythonScriptStep datastore = was.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 4

You are a data scientist working for a bank and have used Azure ML to train and register a machine learning model that predicts whether a customer is likely to repay a loan. You want to understand how your model is making selections and must be sure that the model does not violate government regulations such as denying loans based on where an applicant lives.

You need to determine the extent to which each feature in the customer data is influencing predictions.
What should you do?

A. Enable data drift monitoring for the model and its training dataset.
B. Score the model against some test data with known label values and use the results to calculate a confusion matrix.
C. Use the Hyperdrive library to test the model with multiple hyperparameter values.
D. Use the interpretability package to generate an explainer for the model.
E. Add tags to the model registration indicating the names of the features in the training dataset.

Correct Answer: D

When you compute model explanations and visualize them, you\\’re not limited to an existing model for an automated ML model. You can also get a for your model with different test data. The steps in this section show you how to compute and visualize engineered feature importance based on your test data.

Incorrect Answers:
A: In the context of machine learning, data drift is the change in model input data that leads to model performance degradation. It is one of the top reasons why model accuracy degrades over time, thus monitoring data drift helps detect model performance issues.
B: A confusion matrix is used to describe the performance of a classification model. Each row displays the instances of the true, or actual class in your dataset, and each column represents the instances of the class that was predicted by the model.
C: Hyperparameters are adjustable parameters you choose for model training that guide the training process. The HyperDrive package helps you automate choosing these parameters.

Reference: https://docs.microsoft.com/en-us/azure/machine-learning/how-to-machine-learning-interpretability-automl

QUESTION 5

You plan to use a Python script to run an Azure Machine Learning experiment. The script creates a reference to the experiment run context, loads data from a file, identifies the set of unique values for the label column, and completes the experiment run:

from azure ml.core import Run import pandas as PD run = Run.get_context() data = PD.read_csv(\\’data.csv\\’) label_vals
= data[\\’label\\’].unique() # Add code to record metrics here run.complete()

The experiment must record the unique labels in the data as metrics for the run that can be reviewed later. You must add code to the script to record the unique label values as run metrics at the point indicated by the comment. Solution: Replace the comment with the following code:
run.log_table(\\’Label Values\\’, label_vals) Does the solution meet the goal?

A. Yes
B. No

Correct Answer: B

Instead, use the run_log function to log the contents in label_vals:
for label_val in label_vals: run.log(\\’Label Values\\’, label_val)

Reference: https://www.element61.be/en/resource/azure-machine-learning-services-complete-toolbox-ai

QUESTION 6

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

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.

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 compute target can be a local machine or a cloud resource, such as an Azure Machine Learning Compute, Azure HDInsight, or a remote virtual machine.

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 7

You need to select a feature extraction method. Which method should you use?

A. Mutual information
B. Pearson\’s correlation
C. Spearman correlation
D. Fisher Linear Discriminant Analysis

Correct Answer: C

Spearman\’s rank correlation coefficient assesses how well the relationship between two variables can be described using a monotonic function.

Note: Both Spearman\’s and Kendall\’s can be formulated as special cases of a more general correlation coefficient, and they are both appropriate in this scenario.

Scenario: The MedianValue and AvgRoomsInHouse columns both hold data in numeric format. You need to select a feature selection algorithm to analyze the relationship between the two columns in more detail.

Incorrect Answers:
B: The Spearman correlation between two variables is equal to the Pearson correlation between the rank values of those two variables; while Pearson\’s correlation assesses linear relationships, Spearman\’s correlation assesses monotonic relationships (whether linear or not).

References: https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/feature-selectionmodules

QUESTION 8

HOTSPOT
You need to identify the methods for dividing the data according to the testing requirements. Which properties should you select? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:

Correct Answer:

Scenario: Testing
You must produce multiple partitions of a dataset based on sampling using the Partition and Sample module in Azure Machine Learning Studio.

Box 1: Assign to folds
Use Assign to folds option when you want to divide the dataset into subsets of the data. This option is also useful when you want to create a custom number of folds for cross-validation, or to split rows into several groups.

Not Head: Use Head mode to get only the first n rows. This option is useful if you want to test a pipeline on a small number of rows, and don\\’t need the data to be balanced or sampled in any way.
Not Sampling: The Sampling option supports simple random sampling or stratified random sampling. This is useful if you want to create a smaller representative sample dataset for testing.

Box 2: Partition evenly
Specify the partitioner method: Indicate how you want data to be apportioned to each partition, using these options: Partition evenly: Use this option to place an equal number of rows in each partition. To specify the number of output partitions, type a whole number in the Specify number of folds to split evenly into the text box.

Reference: https://docs.microsoft.com/en-us/azure/machine-learning/algorithm-module-reference/partition-and-sample

QUESTION 9

You create a binary classification model. You need to evaluate the model performance. Which two metrics can you use? Each correct answer presents a complete solution. NOTE: Each correct selection is worth one point.

A. relative absolute error
B. precision
C. accuracy
D. mean absolute error
E. coefficient of determination

Correct Answer: BC

The evaluation metrics available for binary classification models are Accuracy, Precision, Recall, F1 Score, and AUC.
Note: A very natural question is: `Out of the individuals whom the model, how many were classified correctly (TP)?\\’ This question can be answered by looking at the Precision of the model, which is the proportion of positives that are classified correctly

Reference:
https://docs.microsoft.com/en-us/azure/machine-learning/studio/evaluate-model-performance

QUESTION 10

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:

Correct Answer:

QUESTION 11

HOTSPOT
You have a dataset that contains 2,000 rows. You are building a machine learning classification model by using Azure Learning Studio. You add a Partition and Sample module to the experiment.

You need to configure the module. You must meet the following requirements:
1. Divide the data into subsets
2. Assign the rows into folds using a round-robin method
3. Allow rows in the dataset to be reused

How should you configure the module? To answer, select the appropriate options in the dialog box in the answer area. NOTE: Each correct selection is worth one point.
Hot Area:

Correct Answer:

Use the Split data into partitions option when you want to divide the dataset into subsets of the data. This option is also useful when you want to create a custom number of folds for cross-validation, or to split rows into several groups.

Add the Partition and Sample module to your experiment in Studio (classic), and connect the dataset.
For Partition or sample mode, select Assign to Folds. Use replacement in the partitioning: Select this option if you want the sampled row to be put back into the pool of rows for potential reuse. As a result, the same row might be assigned to several folds.

If you do not use a replacement (the default option), the sampled row is not put back into the pool of rows for potential reuse. As a result, each row can be assigned to only one fold. Randomized split: Select this option if you want rows to be randomly assigned to folds. If you do not select this option, rows are assigned to folds using the round-robin method.

References:
https://docs.microsoft.com/en-us/azure/machine-learning/studio-module-reference/partition-and-sample

QUESTION 12

HOTSPOT
You need to configure the Edit Metadata module so that the structure of the datasets matches.
Which configuration options should you select? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point.
Hot Area:

Correct Answer:

Box 1: Floating point
Need floating point for Median values.
Scenario: An initial investigation shows that the datasets are identical in structure apart from the MedianValue column. The smaller Paris dataset contains the MedianValue in text format, whereas the larger London dataset contains the MedianValue in numerical format.

Box 2: Unchanged Note: Select the Categorical option to specify that the values in the selected columns should be treated as categories. For example, you might have a column that contains the numbers 0,1, and 2, but know that the numbers actually mean “Smoker”, “Nonsmoker” and “Unknown”. In that case, by flagging the column as categorical you can ensure that the values are not used in numeric calculations, only to group data.

QUESTION 13

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 on 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?

A. Yes
B. No

Correct Answer: B

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

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

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Exam 2V0-51.21 is also known as Professional VMware Horizon 8. x. The primary purpose of the exam is to verify that individuals are able to install, configure, manage, maintain, and perform basic troubleshooting of VMware Horizon and related solutions, as well as to properly identify and distinguish any required support products and components.

Learning resources(2V0-51.21):

  • VMware Horizon 8: Skills for Virtual Desktop Management
  • VMware Horizon 8: Skills for Virtual Desktop Management – On
  • Demand
  • VMware Horizon 8: Infrastructure Administration
  • VMware Horizon 8: Infrastructure Administration – On Demand
  • VCP Community
  • VMware Customer Connect Learning
  • VMware Press
  • VMware Certification Market Place

Associated Certification:

VCP-DTM 2022

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Below Are Free 2V0-51.21 Exam Questions

1. Which three options are required to use an instant-clone pool? (Choose three.)

A. VMware vSphere
B. Horizon Intelligence
C. Horizon Composer
D. Horizon Connection Server
E. Horizon Agent
F. High speed Internet Access

Correct Answer: ADE

2. Which Horizon feature provides high availability desktops across datacenters?

A. Cloud Pod Architecture
B. vCenter Linked Mode
C. Instant-Clones
D. Replica Connection Servers

Correct Answer: D

3. Which two built-in apps are supported and automatically added to the profile of a multi-app kiosk profile? (Choose two.)

A. Calculator
B. Microsoft Word
C. Microsoft Edge
D. Camera
E. Sticky Notes

Correct Answer: AE

4. Refer to the exhibit.

Which command is run to produce the output shown in the exhibit?

A. C:\Program Files\VMware\VMware Horizon Agent\DCT\support.bat loglevels
B. C:\Program Files\VMware\VMware Horizon Agent\DCT\support.bat setlogs
C. C:\Program Files\VMware\VMware View\Agent\DCT\support.bat loglevels
D. C:\Program Files\VMware\VMware View\Agent\DCT\support.bat setlogs

Correct Answer: A

5. An administrator wants to provision a new Golden Image but doesn\’t see the VM in the list with golden images. Which could be the cause of the issue? (Choose two.)

A. No snapshot was made after optimizing the golden image.
B. There is more than 1 active snapshot on the golden image.
C. The golden image VM is not configured with a CD-ROM player.
D. The wrong Guest OS Version was selected when creating the golden image.
E. The golden image was not optimized.

Correct Answer: AE

6. A user reports that they are unable to connect to their desktop from the internet using PCoIP, but they are able to connect via BLAST. Which could be the cause of the issue?

A. The firewall is denying port 80 to the Unified Access Gateway.
B. The firewall is denying port 443 to the desktop.
C. The firewall is denying port 4172 to the Unified Access Gateway.
D. The firewall is denying port 3389 to the Desktop.

Correct Answer: C

7. A Horizon administrator is tasked with creating a new pool of desktops with hardware-accelerated graphics with vMotion support. Which graphic acceleration types can the administrator choose to meet the requirement?

A. Virtual Shared Direct 3D
B. Virtual Shared 3D rendering
C. Virtual Dedicated Graphics Acceleration
D. Virtual Shared Pass-through Graphics Acceleration

Correct Answer: C

8. Which two client types have the lowest cost of ownership and are easier to manage deployments, firmware updates, and monitor. (Choose two.)

A. Headless Clients
B. Windows 10 Clients
C. Zero Clients
D. Thin Clients
E. MacOS Clients

Correct Answer: CD

9. Which two methods are available for authentication to a Unified Access Gateway? (Choose two.)

A. Web Services Federation
B. Smart Cards
C. OpenID Connect
D. Open Authentication (OAuth)
E. Security Assertion Markup Language (SAML)

Correct Answer: DE

10. Where can an administrator find the VDI machines in the Horizon LDAP?

A. OU=VDI
B. OU=Desktops
C. OU=Servers
D. OU=Machines

Correct Answer: C

11. Which three can be used by a Horizon administrator who wants to provision an application to users\\’ desktops? (Choose three.)

A. VMware App Volumes Application Package
B. VMware Horizon Published Application
C. VMware Thinapp
D. VMware Dynamic Environment Manager
E. VMware App Volumes Writable Volume

Correct Answer: ABD

12. Refer to the exhibit.
When editing an existing instant-clone pool, an administrator cannot find the option to configure the vRAM size in the wizard. Referencing the exhibit, which could be the cause of the issue?

A. Increasing vRAM size is only possible for manual pools.
B. Modifying the vRAM settings is not permitted when selecting VMware Blast as default protocol.
C. Modifying the vRAM settings is not permitted when selecting Manage using vSphere Client.
D. Configuring vRAM size is only permitted during pool creation.

Correct Answer: D

13.Which two Windows Server Operating Systems are supported by VMware Horizon 8? (Choose two.)

A. Windows Server 2019
B. Windows Server 2008 R2
C. Windows Server 2012
D. Windows Server 2003 R2
E. Windows Server 2016

Correct Answer: AE

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Abbreviation: 500-560 OCSE
Full Name: Cisco Networking: On-Premises and Cloud Solutions exam
Number of questions: 45 – 55
Exam language: English
Exam Duration: 60 minutes
Related Certifications: Cisco Express Specialization – Web Tracking
Passing score: 700 (1-1000)

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Free Cisco 500-560 (OCSE) exam questions answers

QUESTION # 1

Which Cisco product is the network management system, foundational controller, and analytics platform all the center of …… network?

A. Cisco DNA Spaces
B. Cisco Meraki
C. Cisco DNA Center
D. Cisco Wireless Solutions

Correct Answer: C

QUESTION # 2

What options or options can customers use for multi-site management with Mobility Express?

A. WebUI
B. Prime 3.4 or DNA Center
C. mobile app
D. WebUI or mobile app

Correct Answer: B

QUESTION # 3

What is one charlatanistic differentiating the Meraki Dashboard from competing for network management interfaces?

A. comprehensive aggregator of multi-vendor networks
B. instantaneous access to virtualized applications
C. built-in live chat for on-demand troubleshooting support
D. centralized single pane of glass for access and management

Correct Answer: D

QUESTION # 4

Which Catalyst 9800 series controller would you recommend for a small branch and campus deployments up to 200 APs?

A. Catalyst 9800-SW
B. Catalyst 9800-CL
C. Catalyst 9800-40
D. Catalyst 9800-80

Correct Answer: A

QUESTION # 5

Which statement is true about Cisco Mobility Express?

A. It must be connected to a separate physical wireless controller to provide full enterprise features.
B. It can be deployed in under 10 minutes with an easy 3-stepover-the-air configuration wizard.
C. It comes with a simple, easy-to-use vManage dashboard.
D. Customers must purchase a license to support more than 50 APs.

Correct Answer: B

QUESTION # 6

What is the term given to cloud-brokered site-to-site VPN tunnels built using Cisco Meraki MX Security Appliances?

A. Auto-provisioning IPsec VPN (Auto VPN)
B. Secure Shell tunneling (SSH)
C. Generic Routing Encapsulation (GRE)
D. Dynamic Multipoint VPN (DMVPN)

Correct Answer: B

QUESTION # 7

Which product is considered part of the Cisco Meraki full-stack?

A. UCS servers
B. MR wireless access points
C. Aironet wireless access points
D. Catalyst switches

Correct Answer: B

QUESTION # 8

Which combination of MS switch models has supported physical stacking with each other?

A. MS120-8 and MS120-24
B. MS350-48 and MS350-24X
C. MS225-48 and MS350-48
D. MS225-24 and MS425-16

Correct Answer: B

QUESTION # 9

Which three product capabilities allow Cisco DNA Spaces to deliver business value?

A. Sense, Act, and Partner
B. View, Interpret, and Act
C. See, Anticipate and Respond
D. See, Act, and Extend

Correct Answer: D

QUESTION # 10

What is the one-way Catalyst 9200 that achieves IT simplicity?

A. view all network devices on a single pane of glass dashboard
B. remote wipe any device on the network
C. direct access devices wirelessly via OTA with Bluetooth
D. enable virtual stacking

Correct Answer: A

QUESTION # 11

What Cisco AirOS-based controller would you recommend to a customer who needs a physical controller for a network of up to 150 APIs?

A. Mobility Express
B. Cisco 8540
C. Cisco 3504
D. Cisco WLC

Correct Answer: C

QUESTION # 12

What feature of the Catalyst does 2960-L allow customers to get a small branch or office network running within minutes?

A. support for Cisco DNA center
B. on-box web interface for configuration
C. flexible deployments with StackWise-160
D. complete CLI support

Correct Answer: B

QUESTION # 13

What is the key architectural component that allows Cisco Meraki\’s data centers to be fully HIPAA and PCI compliant?

A. non-existent command-line interface
B. controller and server-free design
C. Layer 7 application fingerprinting
D. out-of-band control plane

Correct Answer: D

To continue checking out more Cisco 500-560 exam questions, here.

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QUESTION 1

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

Box 1: No
Azure Active Directory (Azure AD) is a cloud-based user identity and authentication service.
Box 2: Yes
Microsoft 365 uses Azure Active Directory (Azure AD). Azure Active Directory (Azure AD) is included with your Microsoft 365 subscription.
Box 3: Yes
Azure Active Directory (Azure AD) is a cloud-based user identity and authentication service.

Reference:
https://docs.microsoft.com/en-us/microsoft-365/enterprise/about-microsoft-365-identity?view=o365-worldwide

QUESTION 2

What is a use case for implementing information barrier policies in Microsoft 365?

A. to restrict unauthenticated access to Microsoft 365
B. to restrict Microsoft Teams chats between certain groups within an organization
C. to restrict Microsoft Exchange Online email between certain groups within an organization
D. to restrict data sharing to external email recipients

Correct Answer: C

Reference: https://docs.microsoft.com/en-us/microsoft-365/compliance/information-barrierspolicies?view=o365-worldwide

QUESTION 3

DRAG DROP
Match the Azure networking service to the appropriate description.
To answer, drag the appropriate service from the column on the left to its description on the right. Each service may be
used once, more than once, or not at all.

NOTE: Each correct match is worth one point.
Select and Place:

Correct Answer:

Box 1: Azure Firewall
Azure Firewall provides Source Network Address Translation and Destination Network Address Translation.
Box 2: Azure Bastion
Azure Bastion provides secure and seamless RDP/SSH connectivity to your virtual machines directly from the Azure
portal over TLS.
Box 3: Network security group (NSG)

You can use an Azure network security group to filter network traffic to and from Azure resources in an Azure virtual
network.

Reference:
https://docs.microsoft.com/en-us/azure/networking/fundamentals/networking-overview
https://docs.microsoft.com/en-us/azure/bastion/bastion-overview https://docs.microsoft.com/enus/azure/firewall/features
https://docs.microsoft.com/en-us/azure/virtual-network/network-security-groups-overview

QUESTION 4

Which two tasks can you implement by using data loss prevention (DLP) policies in Microsoft 365? Each correct answer
presents a complete solution. NOTE: Each correct selection is worth one point.

A. Display policy tips to users who are about to violate your organization\\’s policies.
B. Enable disk encryption on endpoints.
C. Protect documents in Microsoft OneDrive that contain sensitive information.
D. Apply security baselines to devices.

Correct Answer: AC

Reference: https://docs.microsoft.com/en-us/microsoft-365/compliance/dlp-learn-about-dlp?view=o365-worldwide

QUESTION 5

Which Azure Active Directory (Azure AD) feature can you use to evaluate group membership and automatically remove
users that no longer require membership in a group?

A. access reviews
B. managed identities
C. conditional access policies
D. Azure AD Identity Protection

Correct Answer: A

Azure Active Directory (Azure AD) access reviews enable organizations to efficiently manage group memberships,
access to enterprise applications, and role assignments.

Reference: https://docs.microsoft.com/en-us/azure/active-directory/governance/access-reviews-overview

QUESTION 6

What should you use in the Microsoft 365 security center to view security trends and track the protection status of
identities?

A. Attack simulator
B. Reports
C. Hunting
D. Incidents

Correct Answer: B

Reference: https://docs.microsoft.com/en-us/microsoft-365/security/office-365-security/reports-and-insights-in-securityand-compliance?view=o365-worldwide

QUESTION 7

HOTSPOT
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:

Box 1: Yes
The MailItemsAccessed event is a mailbox auditing action and is triggered when mail data is accessed by mail protocols and mail clients.

Box 2: No Basic Audit retains audit records for 90 days.
Advanced Audit retains all Exchange, SharePoint, and Azure Active Directory audit records for one year.

This is accomplished by a default audit log retention policy that retains any audit record that contains the value of Exchange, SharePoint, or AzureActiveDirectory for the Workload property (which indicates the service in which the activity occurred) for one year.

Box 3: yes
Advanced Audit in Microsoft 365 provides high-bandwidth access to the Office 365 Management Activity API.

Reference:
https://docs.microsoft.com/en-us/microsoft-365/compliance/advanced-audit?view=o365-worldwide
https://docs.microsoft.com/en-us/microsoft-365/compliance/auditing-solutions-overview?view=o365-worldwide#licensingrequirements
https://docs.microsoft.com/en-us/office365/servicedescriptions/microsoft-365-service-descriptions/microsoft-365-tenantlevel-services-licensing-guidance/microsoft-365-security-compliance-licensing-guidance#advanced-audit

QUESTION 8

HOTSPOT
Select the answer that correctly completes the sentence.

Reference: https://docs.microsoft.com/en-us/microsoft-365/security/defender/threat-analytics?view=o365-worldwide

QUESTION 9

HOTSPOT
Select the answer that correctly completes the sentence.
Hot Area:

Reference: https://docs.microsoft.com/en-us/microsoft-365/security/defender/incidents-overview?view=o365-worldwide

QUESTION 10

Which Microsoft 365 compliance center feature can you use to identify all the documents on a Microsoft SharePoint
An online site that contains a specific keyword?

A. Audit
B. Compliance Manager
C. Content Search
D. Alerts

Correct Answer: C

The Content Search tool in the Security and Compliance Center can be used to quickly find emails in Exchange
mailboxes, documents in SharePoint sites and OneDrive locations, and instant messaging conversations in Skype for
Business.

The first step is to start using the Content Search tool to choose content locations to search and configure a keyword
query to search for specific items.

Reference:
https://docs.microsoft.com/en-us/microsoft-365/compliance/search-for-content?view=o365-worldwide

QUESTION 11

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

Box 1: Yes Box 2: Yes Box 3: No
The Zero Trust model does not assume that everything behind the corporate firewall is safe, the Zero Trust model
assumes breach and verifies each request as though it originated from an uncontrolled network.

Reference:
https://docs.microsoft.com/en-us/security/zero-trust/

QUESTION 12

What can you use to provision Azure resources across multiple subscriptions in a consistent manner?

A. Azure Defender
B. Azure Blueprints
C. Azure Sentinel
D. Azure Policy

Correct Answer: B

Reference: https://docs.microsoft.com/en-us/azure/governance/blueprints/overview

QUESTION 13

HOTSPOT
Select the answer that correctly completes the sentence.

Reference: https://docs.microsoft.com/en-us/defender-for-identity/what-is

QUESTION 14

HOTSPOT
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:

Correct Answer:

Box 1: No
Box 2: Yes
Leaked Credentials indicate that the user\\’s valid credentials have been leaked.
Box 3: Yes
Multi-Factor Authentication can be required based on conditions, one of which is user risk.

Reference: https://docs.microsoft.com/en-us/azure/active-directory/identity-protection/overview-identity-protection
https://docs.microsoft.com/en-us/azure/active-directory/identity-protection/concept-identity-protection-risks
https://docs.microsoft.com/en-us/azure/active-directory/authentication/tutorial-risk-based-sspr-mfa

QUESTION 15

HOTSPOT
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:

Box 1: No Compliance Manager tracks Microsoft-managed controls, customer-managed controls, and shared controls.
Box 2: Yes
Box 3: Yes

Reference: https://docs.microsoft.com/en-us/microsoft-365/compliance/compliancemanager?view=o365-worldwide

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QUESTION 1 #

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 on the review screen. You have two Azure SQL Database servers named Server1 and Server2. Each server contains an Azure SQL database named Database1.

You need to restore Database1 from Server1 to Server2. The solution must replace the existing Database1 on Server2.

Solution: From Microsoft SQL Server Management Studio (SSMS), you rename Database1 on Server2 as Database2.
From the Azure portal, you create a new database on Server2 by restoring the backup of Database1 from Server1, and
then you delete Database2.

Does this meet the goal?

A. Yes
B. No

Correct Answer: B

Instead, restore Database1 from Server1 to Server2 by using the RESTORE Transact-SQL command and the
REPLACE option.

Note: REPLACE should be used rarely and only after careful consideration. Restore normally prevents accidentally
overwriting a database with a different database.

If the database specified in a RESTORE statement already exists on the current server and the specified database family GUID differs from the database family GUID recorded in the backup set, the database is not restored. This is an important safeguard.

Reference: https://docs.microsoft.com/en-us/sql/t-sql/statements/restore-statements-transact-sql

QUESTION 2 #

You have a Microsoft SQL Server 2019 instance in an on-premises data center. The instance contains a 4- TB database
named DB1. You plan to migrate DB1 to an Azure SQL Database managed instance.

What should you use to minimize downtime and data loss during the migration?

A. distributed availability groups
B. database mirroring
C. log shipping
D. Database Migration Assistant

Correct Answer: D

QUESTION 3 #

You have a version-8.0 Azure Database for MySQL database.
You need to identify which database queries consume the most resources.
Which tool should you use?

A. Query Store
B. Metrics
C. Query Performance Insight
D. Alerts

Correct Answer: A

The Query Store feature in Azure Database for MySQL provides a way to track query performance over time. Query
Store simplifies performance troubleshooting by helping you quickly find the longest-running and most resource-intensive queries.

Query Store automatically captures a history of queries and runtime statistics, and it retains them for
your review. It separates data by time windows so that you can see database usage patterns. Data for all users,
databases, and queries are stored in the MySQL schema database in the Azure Database for MySQL instance.

Reference: https://docs.microsoft.com/en-us/azure/mysql/concepts-query-store

QUESTION 4 #

HOTSPOT
You have an Azure SQL database that contains a table named Customer. The customer has the columns shown in the
following table.

You plan to implement a dynamic data mask for the Customer_Phone column. The mask must meet the following
requirements:
1.
The first six numerals of each customer\’s phone number must be masked.
2.
The last four digits of each customer\’s phone number must be visible.
3.
Hyphens must be preserved and displayed.
How should you configure the dynamic data mask? To answer, select the appropriate options in the answer area.

Hot Area:

Correct Answer:

Box 1: 0 Custom String: Masking method that exposes the first and last letters and adds a custom padding string in the
middle. prefix,[padding],suffix

Box 2: xxx-xxx

Box 3: 5

Reference: https://docs.microsoft.com/en-us/sql/relational-databases/security/dynamic-data-masking

QUESTION 5 #

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 have an Azure Data Lake Storage account that contains a staging zone.
You need to design a daily process to ingest incremental data from the staging zone, transform the data by executing an R script, and then insert the transformed data into a data warehouse in Azure Synapse Analytics.

Solution: You use an Azure Data Factory schedule trigger to execute a pipeline that executes mapping data flow, and
then inserts the data into the data warehouse.

Does this meet the goal?

A. Yes
B. No

Correct Answer: B

If you need to transform data in a way that is not supported by Data Factory, you can create a custom activity, not a
mapping flow,5 with your own data processing logic, and use the activity in the pipeline. You can create a custom activity to run R scripts on your HDInsight cluster with R installed.

Reference: https://docs.microsoft.com/en-US/azure/data-factory/transform-data

QUESTION 6 #

You are planning disaster recovery for the failover group of an Azure SQL Database managed instance.
Your company\\’s SLA requires that the database in the failover group become available as quickly as possible if a
major outage occurs.

You set the Read/Write failover policy to Automatic.

What are the two results of the configuration? Each correct answer presents a complete solution.
NOTE: Each correct selection is worth one point.

A. In the event of a data center or Azure regional outage, the databases will failover automatically.
B. In the event of an outage, the databases in the primary instance will fail over immediately.
C. In the event of an outage, you can selectively fail over individual databases.
D. In the event of an outage, you can set a different grace period to fail over each database.
E. In the event of an outage, the minimum delay for the databases to failover in the primary instance will be one hour.

Correct Answer: AE

A: Auto-failover groups allow you to manage replication and failover of a group of databases on a server or all
databases in a managed instance to another region.

E: Because verification of the scale of the outage and how quickly it can be mitigated involves human actions by the
operations team, the grace period cannot be set below one hour. This limitation applies to all databases in the failover
group regardless of their data synchronization state.

Incorrect Answers:
C: individual SQL Managed Instance databases cannot be added to or removed from a failover group.

Reference: https://docs.microsoft.com/en-us/azure/azure-sql/database/auto-failover-group-overview

QUESTION 7 #

You have an Azure Data Factory that contains 10 pipelines.
You need to label each pipeline with its main purpose of either ingest, transforming, or load. The labels must be available for grouping and filtering when using the monitoring experience in Data Factory.

What should you add to each pipeline?

A. an annotation
B. a resource tag
C. a run group ID
D. a user property
E. a correlation ID

Correct Answer: A

Azure Data Factory annotations help you easily filter different Azure Data Factory objects based on a tag. You can
define tags so you can see their performance or find errors faster.

Reference: https://www.techtalkcorner.com/monitor-azure-data-factory-annotations/

QUESTION 8 #

You have SQL Server on an Azure virtual machine that contains a database named DB1.
You view a plan summary that shows the duration in milliseconds of each execution of query 1178902 as shown in the
following exhibit:

What should you do to ensure that the query uses the execution plan which executes in the least amount of time?

A. Force the query execution plan for plan 1221065.
B. Run the DBCC FREEPROCCACHE command.
C. Force the query execution plan for plan 1220917.
D. Disable parameter sniffing.

Correct Answer: C

Reference: https://docs.microsoft.com/en-us/sql/relational-databases/performance/query-store-usage-scenarios

QUESTION 9 #

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 have an Azure Data Lake Storage account that contains a staging zone.
You need to design a daily process to ingest incremental data from the staging zone, transform the data by executing an R script, and then insert the transformed data into a data warehouse in Azure Synapse Analytics.

Solution: You use an Azure Data Factory schedule trigger to execute a pipeline that executes an Azure Databricks
notebook, and then inserts the data into the data warehouse.
Does this meet the goal?

A. Yes
B. No

Correct Answer: B

If you need to transform data in a way that is not supported by Data Factory, you can create a custom activity, not an
Azure Databricks notebook, with your own data processing logic and use the activity in the pipeline. You can create a
custom activity to run R scripts on your HDInsight cluster with R installed.

Reference: https://docs.microsoft.com/en-US/azure/data-factory/transform-data

QUESTION 10 #

You are designing a security model for an Azure Synapse Analytics dedicated SQL pool that will support multiple
companies.
You need to ensure that users from each company can view only the data of their respective companies.

Which two objects should you include in the solution? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

A. a column encryption key
B. asymmetric keys
C. a function
D. a custom role-based access control (RBAC) role
E. a security policy

Correct Answer: DE

Azure RBAC is used to manage who can create, update, or delete the Synapse workspace and its SQL pools, Apache
Spark pools, and Integration runtimes.

Define and implement network security configurations for resources related to your dedicated SQL pool with Azure
Policy.

Reference:
https://docs.microsoft.com/en-us/azure/synapse-analytics/security/synapse-workspace-synapse-rbac
https://docs.microsoft.com/en-us/security/benchmark/azure/baselines/synapse-analytics-security-baseline

QUESTION 11 #

You are designing an enterprise data warehouse in Azure Synapse Analytics that will contain a table named Customers.
Customers will contain credit card information.

You need to recommend a solution to provide salespeople with the ability to view all the entries in Customers. The
the solution must prevent all the salespeople from viewing or inferring the credit card information.

What should you include in the recommendation?

A. row-level security
B. data masking
C. Always Encrypted
D. column-level security

Correct Answer: B

Azure SQL Database, Azure SQL Managed Instance, and Azure Synapse Analytics support dynamic data masking.
Dynamic data masking limits sensitive data exposure by masking it to non-privileged users.
The Credit card masking method exposes the last four digits of the designated fields and adds a constant string as a
prefix in the form of a credit card.

Example: XXXX-XXXX-XXXX-1234

QUESTION 12 #

You have an Azure Data Factory pipeline that is triggered hourly.
The pipeline has had 100% success for the past seven days.
The pipeline execution fails, and two retries that occur 15 minutes apart also fail. The third failure returns the following
error.

What is a possible cause of the error?

A. From 06:00 to 07:00 on January 10, 2021, there was no data in WWI/BIKES/CARBON.
B. The parameter used to generate year=2021/month=01/day=10/hour=06 was incorrect.
C. From 06:00 to 07:00 on January 10, 2021, the file format of data in WWI/BIKES/CARBON was incorrect.
D. The pipeline was triggered too early.

Correct Answer: B

A file is missing.

QUESTION 13 #

You have the following Azure Data Factory pipelines:

1. Ingest Data from System1
2. Ingest Data from System2
3. Populate Dimensions
4. Populate Facts

Ingest Data from System1 and Ingest Data from System2 have no dependencies. Populate Dimensions must execute
after Ingest Data from System1 and Ingest Data from System2. Populate Facts must execute after the Populate
Dimensions pipeline. All the pipelines must execute every eight hours.

What should you do to schedule the pipelines for execution?

A. Add a schedule trigger to all four pipelines.
B. Add an event trigger to all four pipelines.
C. Create a parent pipeline that contains the four pipelines and use an event trigger.
D. Create a parent pipeline that contains the four pipelines and use a schedule trigger.

Correct Answer: D

Reference: https://www.mssqltips.com/sqlservertip/6137/azure-data-factory-control-flow-activities-overview/

QUESTION 14 #

You are designing a dimension table in an Azure Synapse Analytics dedicated SQL pool.
You need to create a surrogate key for the table. The solution must provide the fastest query performance.
What should you use for the surrogate key?

A. an IDENTITY column
B. a GUID column
C. a sequence object

Correct Answer: A

A dedicated SQL pool supports many, but not all, of the table features offered by other databases. Surrogate keys are not supported. Implement it with an Identity column.

Reference: https://docs.microsoft.com/en-us/azure/synapse-analytics/sql-data-warehouse/sql-data-warehouse-tablesoverview

QUESTION 15 #

DRAG-DROP
You have SQL Server on an Azure virtual machine named SQL1.
SQL1 has an agent job to back up all databases.
You add a user named dbadmin1 as a SQL Server Agent operator.
You need to ensure that dbadmin1 receives an email alert if a job fails.

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.

Select and Place:

Correct Answer:

Step 1: Enable the email settings for the SQL Server Agent.
To send a notification in response to an alert, you must first configure SQL Server Agent to send mail.

Step 2: Create a job alert

Step 3: Create a job notification

Example:
— adds an e-mail notification for the specified alert (Test Alert)
— This example assumes that Test Alert already exists
— and that Franois Ajenstat is a valid operator name.
USE msdb ;
GO
EXEC dbo.sp_add_notification
@alert_name = N\\’Test Alert\\’,
@operator_name = N\\’Franois Ajenstat\\’,
@notification_method = 1 ;
GO

Reference:
https://docs.microsoft.com/en-us/sql/ssms/agent/notify-an-operator-of-job-status
https://docs.microsoft.com/en-us/sql/ssms/agent/assign-alerts-to-an-operator

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Update Microsoft MD-101 Exam Questions (2021.7)

QUESTION 1
Your company uses Windows Update for Business.
The research department has several computers that have specialized hardware and software installed.
You need to prevent the video drivers from being updated automatically by using Windows Update.
Solution: From the Settings app, you clear the Give me updates for other Microsoft products when I update the Windows
check box.
Does this meet the goal?
A. Yes
B. No
Correct Answer: B
References: https://www.stigviewer.com/stig/microsoft_windows_server_2012_member_server/2013-07-25/finding/WN12-CC-000024


QUESTION 2
You need to ensure that feature and quality updates install automatically during a maintenance window. Solution: From
the Maintenance Scheduler settings, you configure Automatic Maintenance Random Delay. Does this meet the goal?
A. Yes
B. No
Correct Answer: A
Reference: https://docs.microsoft.com/en-us/sccm/sum/deploy-use/automatically-deploy-software-updates


QUESTION 3
Your company implements Microsoft Azure Active Directory (Azure AD), Microsoft 365, Microsoft Intune, and Azure
Information Protection.
The company\\’s security policy states the following:
Personal devices do not need to be enrolled in Intune.
Users must authenticate by using a PIN before they can access corporate email data.
Users can use their personal iOS and Android devices to access corporate cloud services.
Users must be prevented from copying corporate email data to a cloud storage service other than Microsoft OneDrive
for Business.
You need to configure a solution to enforce the security policy. What should you create?
A. a data loss prevention (DLP) policy from the Security and Compliance admin center
B. a supervision policy from the Security and Compliance admin center
C. an app protection policy from the Intune admin center
D. a device configuration profile from the Intune admin center
Correct Answer: C
References: https://docs.microsoft.com/en-us/intune/app-protection-policy

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Microsoft MD-101 Exam Questions By Youtube

Highly Rated Microsoft Role-based MD-101 Practice Questions Q1-Q13 For Free

QUESTION 1
HOTSPOT
Your network contains an Active Directory domain named constoso.com that is synced to Microsoft Azure Active
Directory (Azure AD). All computers are enrolled in Microsoft Intune.
The domain contains the computers shown in the following table.

md-101 exam questions-q1

You are evaluating which Intune actions you can use to reset the computers to run Windows 10 Enterprise with the
latest update.
Which computers can you reset by using each action? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:

md-101 exam questions-q1-2

 Correct Answer:

md-101 exam questions-q1-3

Reference: https://docs.microsoft.com/en-us/intune/device-fresh-start https://docs.microsoft.com/en-us/intune/deviceswipe

QUESTION 2
Your network contains an Active Directory domain. The domain contains computers that run Windows 10 and are
enrolled in Microsoft Intune. Updates are deployed by using Windows Update for Business.
Users in a group named Group1 must meet the following requirements:
Update installations must occur any day only between 00:00 and 05:00.
Updates must be downloaded from Microsoft and from other company computers that already downloaded the updates.
You need to configure the Windows 10 Update Rings in Intune to meet the requirements.
Which two settings should you modify? To answer, select the appropriate settings in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:

md-101 exam questions-q2

Correct Answer:

md-101 exam questions-q2-2

Reference: https://github.com/MicrosoftDocs/IntuneDocs/blob/master/intune/windows-update-settings.md https://docs.microsoft.com/en-us/intune/delivery-optimization-windows#move-from-existing-update-rings-to-delivery-optimization


QUESTION 3
What should you upgrade before you can configure the environment to support co-management?
A. the domain functional level
B. Configuration Manager
C. the domain controllers
D. Windows Server Update Services (WSUS)
Correct Answer: B
References: https://docs.microsoft.com/en-us/sccm/comanage/tutorial-co-manage-clients

QUESTION 4
Your company has an infrastructure that has the following:
A Microsoft 365 tenant
An Active Directory forest
Microsoft Store for Business
A Key Management Service (KMS) server
A Windows Deployment Services (WDS) server
A Microsoft Azure Active Directory (Azure AD) Premium tenant
The company purchases 100 new computers that run Windows 10.
You need to ensure that the new computers are joined automatically to Azure AD by using Windows AutoPilot.
What should you use? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:

md-101 exam questions-q4

Correct Answer:

md-101 exam questions-q4-2

Reference: https://docs.microsoft.com/en-us/intune/enrollment-autopilot


QUESTION 5
You need a new conditional access policy that has an assignment for Office 365 Exchange Online.
You need to configure the policy to meet the technical requirements for Group4.
Which two settings should you configure in the policy? To answer, select the appropriate settings in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:

md-101 exam questions-q5

The policy needs to be applied to Group4 so we need to configure Users and Groups. The Access controls are set to
Block access

md-101 exam questions-q5-2

We therefore need to exclude compliant devices.
From the scenario:
Ensure that the users in a group named Group4 can only access Microsoft Exchange Online from devices that are
enrolled in Intune.
Note: When a device enrolls in Intune, the device information is updated in Azure AD to include the device compliance
status. This compliance status is used by conditional access policies to block or allow access to e-mail and other
organization resources.
References:
https://docs.microsoft.com/en-us/azure/active-directory/conditional-access/overview
https://docs.microsoft.com/en-us/azure/active-directory/conditional-access/conditions
https://docs.microsoft.com/en-us/intune/device-compliance-get-started

 QUESTION 6
Your network contains an Active Directory domain named contoso.com.
You create a provisioning package named Package1 as shown in the following exhibit.

md-101 exam questions-q6

What is the maximum number of devices on which you can run Package1 successfully?
B. 10
C. 25
D. unlimited
Correct Answer: B
The device name uses a single random number (applied by %RAND:1%). This allows for 10 unique values (0 ?9).

QUESTION 7
Your company uses Windows AutoPilot to configure the computer settings of computers issued to users.
A user named User1 has a computer named Computer1 that runs Windows 10. User1 leaves the company.
You plan to transfer the computer to a user named User2.
You need to ensure that when User2 first starts the computer, User2 is prompted to select the language setting and to
agree to the license agreement.
Solution: You create a new Windows AutoPilot self-deploying deployment profile.
Does this meet the goal?
A. Yes
B. No
Correct Answer: B
Reference: https://docs.microsoft.com/en-us/windows/deployment/windows-autopilot/self-deploying

QUESTION 8
Your company purchases new computers that run Windows 10. The computers have cameras that support Windows
Hello for Business. You configure the Windows Hello for Business Group Policy settings as shown in the following
exhibit.

md-101 exam questions-q8

What are two valid methods a user can use to sign in? Each correct answer presents part of the solution. NOTE: Each
correct selection is worth one point.
A. Facial recognition
B. A smartwatch that is Bluetooth-enabled
C. A PIN
D. A USB key
Correct Answer: AC
Reference: https://community.windows.com/en-us/stories/windows-sign-in-options
https://fossbytes.com/how-to-unlock-windows-10/

QUESTION 9
Your company uses Windows AutoPilot to configure the computer settings of computers issued to users.
A user named User1 has a computer named Computer1 that runs Windows 10. User1 leaves the company.
You plan to transfer the computer to a user named User2.
You need to ensure that when User2 first starts the computer, User2 is prompted to select the language setting and to
agree to the license agreement.
Solution: You perform a remote Windows AutoPilot Reset.
Does this meet the goal?
A. Yes
B. No
Correct Answer: B
Reference: https://docs.microsoft.com/en-us/windows/deployment/windows-autopilot/windows-autopilot-reset-remote

QUESTION 10
Your company has a System Center Configuration Manager deployment that uses hybrid mobile device management
(MDM). All Windows 10 devices are Active Directory domain-joined.
You plan to migrate from hybrid MDM to Microsoft Intune standalone.
You successfully run the Intune Data Importer tool.
You need to complete the migration.
Which two actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
A. In Intune, add a device enrollment manager (DEM).
B. Change the tenant MDM authority to Intune.
C. Assign all users Intune licenses.
D. Create a new Intune tenant.
Correct Answer: BC
References: https://docs.microsoft.com/en-us/sccm/mdm/deploy-use/migrate-hybridmdm-to-intunesa
https://docs.microsoft.com/en-us/sccm/mdm/deploy-use/migrate-prepare-intune https://docs.microsoft.com/enus/sccm/mdm/deploy-use/change-mdm-authority

QUESTION 11
Your company uses Windows Update for Business.
The research department has several computers that have specialized hardware and software installed.
You need to prevent the video drivers from being updated automatically by using Windows Update.
Solution: From the Device Installation and Restrictions settings in a Group Policy object (GPO), you enable Prevent
installation of devices using drivers that match these device setup classes, and then you enter the device GUID.
Does this meet the goal?
A. Yes
B. No
Correct Answer: B
References: https://www.stigviewer.com/stig/microsoft_windows_server_2012_member_server/2013-07-25/finding/WN12-CC-000024

QUESTION 12
Your company has a computer named Computer1 that runs Windows 10.
Computer1 was used by a user who left the company.
You plan to repurpose Computer1 and assign the computer to a new user. You need to redeploy Computer1 by using
Windows AutoPilot.
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.
Select and Place:

md-101 exam questions-q12

Correct Answer:

md-101 exam questions-q12-2

Reference: https://docs.microsoft.com/en-us/intune/enrollment-autopilot https://docs.microsoft.com/enus/windows/deployment/windows-autopilot/windows-autopilot-reset

QUESTION 13
You have 10 computers that run Windows 7 and have the following configurations:
A single MBR disk
A disabled TPM chip
Disabled hardware virtualization
UEFI firmware running in BIOS mode
Enabled Data Execution Prevention (DEP)
You plan to upgrade the computers to Windows 10.
You need to ensure that the computers can use Secure Boot.
Which two actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
A. Convert the MBR disk to a GPT disk
B. Enable the TPM chip.
C. Disable DEP
D. Enable hardware virtualization
E. Convert the firmware from BIOS to UEFI.
Correct Answer: AE
Reference: https://docs.microsoft.com/en-us/windows-hardware/manufacture/desktop/boot-to-uefi-mode-or-legacy-biosmode

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