SIMULATION -
Use the following login credentials as needed:
To enter your username, place your cursor in the Sign in box and click on the username below.
To enter your password, place your cursor in the Enter password box and click on the password below.
Azure Username:
admin@abc.com
-
Azure Password: XXXXXXXXXXXX -
The following information is for technical support purposes only:
Lab Instance: 12345678 -
Task -
You need to get insights from a video file located in the C:ResourcesVideoMedia.mp4 folder.
Save the insights to the C:ResourcesVideoInsights.json folder.
To complete this task, sign in to the Azure Video Analyzer for Media at https://www.videoindexer.ai/ by using
admin@abc.com

HOTSPOT
-
You have an Azure OpenAI resource named AI1 that hosts three deployments of the GPT 3.5 model. Each deployment is optimized for a unique workload.
You plan to deploy three apps. Each app will access AI1 by using the REST API and will use the deployment that was optimized for the app's intended workload.
You need to provide each app with access to AI1 and the appropriate deployment. The solution must ensure that only the apps can access AI1.
What should you use to provide access to AI1, and what should each app use to connect to its appropriate deployment? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
 

You need to develop an extract solution for the receipt images. The solution must meet the document processing requirements and the technical requirements.
You upload the receipt images to the Form Recognizer API for analysis, and the API returns the following JSON.
 
Which expression should you use to trigger a manual review of the extracted information by a member of the Consultant-Bookkeeper group?

A. documentResults.docType == “prebuilt:receipt”

B. documentResults.fields.*.confidence 0.7

D. documentResults.fields.MerchantName.confidence < 0.7

DRAG DROP -
You are building a Language Understanding model for purchasing tickets.
You have the following utterance for an intent named PurchaseAndSendTickets.
Purchase [2 audit business] tickets to [Paris] [next Monday] and send tickets to [
email@domain.com
]
You need to select the entity types. The solution must use built-in entity types to minimize training data whenever possible.
Which entity type should you use for each label? To answer, drag the appropriate entity types to the correct labels. Each entity type 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.
Select and Place:
 

You have an app named App1 that uses a custom Azure AI Document Intelligence model to recognize contract documents.
You need to ensure that the model supports an additional contract format. The solution must minimize development effort.
What should you do?

A. Lower the confidence score threshold of App1.

B. Create a new training set and add the additional contract format to the new training set. Create and train a new custom model.

C. Add the additional contract format to the existing training set. Retrain the model.

D. Lower the accuracy threshold of App1.

You plan create an index for an Azure Cognitive Search service by using the Azure portal. The Cognitive Search service will connect to an Azure SQL database.
The Azure SQL database contains a table named UserMessages. Each row in UserMessages has a field named MessageCopy that contains the text of social media messages sent by a user.
Users will perform full text searches against the MessageCopy field, and the values of the field will be shown to the users.
You need to configure the properties of the index for the MessageCopy field to support the solution.
Which attributes should you enable for the field?

A. Sortable and Retrievable

B. Filterable and Retrievable

C. Searchable and Facetable

D. Searchable and Retrievable

You are building a chatbot.
You need to configure the bot to guide users through a product setup process.
Which type of dialog should you use?

A. component

B. action

C. waterfall

D. adaptive

You have the following data sources:
•	Finance: On-premises Microsoft SQL Server database
•	Sales: Azure Cosmos DB using the Core (SQL) API
•	Logs: Azure Table storage
•	HR: Azure SQL database
You need to ensure that you can search all the data by using the Azure AI Search REST API.
What should you do?

A. Migrate the data in HR to Azure Blob storage.

B. Migrate the data in HR to the on-premises SQL server.

C. Export the data in Finance to Azure Data Lake Storage.

D. Migrate the data in Sales to the MongoDB API.

HOTSPOT
-
You plan to deploy an Azure OpenAI resource by using an Azure Resource Manager (ARM) template.
You need to ensure that the resource can respond to 600 requests per minute.
How should you complete the template? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
 

You have the following data sources:
✑ Finance: On-premises Microsoft SQL Server database
✑ Sales: Azure Cosmos DB using the Core (SQL) API
✑ Logs: Azure Table storage
✑ HR: Azure SQL database
You need to ensure that you can search all the data by using the Azure Cognitive Search REST API.
What should you do?

A. Migrate the data in HR to Azure Blob storage.

B. Migrate the data in HR to the on-premises SQL server.

C. Export the data in Finance to Azure Data Lake Storage.

D. Ingest the data in Logs into Azure Sentinel.

You have the following Python function for creating Azure Cognitive Services resources programmatically. def create_resource (resource_name, kind, account_tier, location) : parameters = CognitiveServicesAccount(sku=Sku(name=account_tier), kind=kind, location=location, properties={}) result = client.accounts.create(resource_group_name, resource_name, parameters)
You need to call the function to create a free Azure resource in the West US Azure region. The resource will be used to generate captions of images automatically.
Which code should you use?

A. create_resource(“res1”, “ComputerVision”, “F0”, “westus”)

B. create_resource(“res1”, “CustomVision.Prediction”, “F0”, “westus”)

C. create_resource(“res1”, “ComputerVision”, “S0”, “westus”)

D. create_resource(“res1”, “CustomVision.Prediction”, “S0”, “westus”)

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 build a language model by using a Language Understanding service. The language model is used to search for information on a contact list by using an intent named FindContact.
A conversational expert provides you with the following list of phrases to use for training.
✑ Find contacts in London.
✑ Who do I know in Seattle?
✑ Search for contacts in Ukraine.
You need to implement the phrase list in Language Understanding.
Solution: You create a new pattern in the FindContact intent.
Does this meet the goal?

A. Yes

B. No

HOTSPOT -
You are building an app that will enable users to upload images. The solution must meet the following requirements:
* Automatically suggest alt text for the images.
* Detect inappropriate images and block them.
* Minimize development effort.
You need to recommend a computer vision endpoint for each requirement.
What should you recommend? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:
 

You are building an Azure AI Language Understanding solution.
You discover that many intents have similar utterances containing airport names or airport codes.
You need to minimize the number of utterances used to train the model.
Which type of custom entity should you use?

A. Pattern.any

B. machine-learning

C. regular expression

D. list

You plan to build an app that will generate a list of tags for uploaded images. The app must meet the following requirements:
•	Generate tags in a user's preferred language.
•	Support English, French, and Spanish.
•	Minimize development effort.
You need to build a function that will generate the tags for the app.
Which Azure service endpoint should you use?

A. Content Moderator Image Moderation

B. Custom Vision image classification

C. Computer Vision Image Analysis

D. Custom Translator

HOTSPOT -
You are building a bot and that will use Language Understanding.
You have a LUDown file that contains the following content.
 
Use the drop-down menus to select the answer choice that completes each statement based on the information presented in the graphic.
NOTE: Each correct selection is worth one point.
Hot Area:
 

After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen.
You are building a chatbot that will use question answering in Azure Cognitive Service for Language.
You have a PDF named Doc1.pdf that contains a product catalogue and a price list.
You upload Doc1.pdf and train the model.
During testing, users report that the chatbot responds correctly to the following question: What is the price of

A. Yes

B. No

You have the following Python method.
 
You need to deploy an Azure resource to the East US Azure region. The resource will be used to perform sentiment analysis.
How should you call the method?

A. create_resource(“res1”, “TextAnalytics”, “Standard”, “East US”)

B. create_resource(“res1”, “ContentModerator”, “S0”, “eastus”)

C. create_resource(“res1”, “ContentModerator”, “Standard”, “East US”)

D. create_resource(“res1”, “TextAnalytics”, “S0”, “eastus”)

You have an Azure subscription. The subscription contains an Azure OpenAI resource that hosts a GPT-4 model named Model1 and an app named App1. App1 uses Model1.
You need to ensure that App1 will NOT return answers that include hate speech.
What should you configure for Model1?

A. the Frequency penalty parameter

B. abuse monitoring

C. a content filter

D. the Temperature parameter

HOTSPOT
-
You have a library that contains thousands of images.
You need to tag the images as photographs, drawings, or clipart.
Which service endpoint and response property should you use? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
 

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 Cognitive Search service.
During the past 12 months, query volume steadily increased.
You discover that some search query requests to the Cognitive Search service are being throttled.
You need to reduce the likelihood that search query requests are throttled.
Solution: You add replicas.
Does this meet the goal?

A. Yes

B. No

You are developing the knowledgebase by using Azure Cognitive Search.
You need to process wiki content to meet the technical requirements.
What should you include in the solution?

A. an indexer for Azure Blob storage attached to a skillset that contains the language detection skill and the text translation skill

B. an indexer for Azure Blob storage attached to a skillset that contains the language detection skill

C. an indexer for Azure Cosmos DB attached to a skillset that contains the document extraction skill and the text translation skill

D. an indexer for Azure Cosmos DB attached to a skillset that contains the language detection skill and the text translation skill

HOTSPOT -
You have an Azure subscription that contains an Azure AI Document Intelligence resource named DI1.
You create a PDF document named Test.pdf that contains tabular data.
You need to analyze Test.pdf by using DI1.
How should you complete the command? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
 

HOTSPOT
-
You are building a model to detect objects in images.
The performance of the model based on training data is shown in the following exhibit.
 
Use the drop-down menus to select the answer choice that completes each statement based on the information presented in the graphic.
NOTE: Each correct selection is worth one point.
 

You plan to provision a QnA Maker service in a new resource group named RG1.
In RG1, you create an App Service plan named AP1.
Which two Azure resources are automatically created in RG1 when you provision the QnA Maker service? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

A. Language Understanding

B. Azure SQL Database

C. Azure Storage

D. Azure Cognitive Search

E. Azure App Service

You have a Microsoft OneDrive folder that contains a 20-GB video file named File1.avi.
You need to index File1.avi by using the Azure Video Indexer website.
What should you do?

A. Upload File1.avi to the www.youtube.com webpage, and then copy the URL of the video to the Azure AI Video Indexer website.

B. Download File1.avi to a local computer, and then upload the file to the Azure AI Video Indexer website.

C. From OneDrive, create a download link, and then copy the link to the Azure AI Video Indexer website.

D. From OneDrive, create a sharing link for File1.avi, and then copy the link to the Azure AI Video Indexer website.

HOTSPOT -
You are designing a conversation flow to be used in a chatbot.
You need to test the conversation flow by using the Microsoft Bot Framework Emulator.
How should you complete the .chat file? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:
 

You are building a social media extension that will convert text to speech. The solution must meet the following requirements:
•	Support messages of up to 400 characters.
•	Provide users with multiple voice options.
•	Minimize costs.
You create an Azure Cognitive Services resource.
Which Speech API endpoint provides users with the available voice options?

A. https://uksouth.api.cognitive.microsoft.com/speechtotext/v3.0/models/base

B. https://uksouth.customvoice.api.speech.microsoft.com/api/texttospeech/v3.0/longaudiosynthesis/voices

C. https://uksouth.tts.speech.microsoft.com/cognitiveservices/voices/list

D. https://uksouth.voice.speech.microsoft.com/cognitiveservices/v1?deploymentId={deploymentId}

HOTSPOT
-
You are building a text-to-speech app that will use a custom neural voice.
You need to create an SSML file for the app. The solution must ensure that the voice profile meets the following requirements:
•	Expresses a calm tone
•	Imitates the voice of a young adult female
How should you complete the code? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
 

DRAG DROP -
You plan to use containerized versions of the Anomaly Detector API on local devices for testing and in on-premises datacenters.
You need to ensure that the containerized deployments meet the following requirements:
✑ Prevent billing and API information from being stored in the command-line histories of the devices that run the container.
✑ Control access to the container images by using Azure role-based access control (Azure RBAC).
Which four 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.
NOTE: More than one order of answer choices is correct. You will receive credit for any of the correct orders you select.
Select and Place:
 

HOTSPOT
-
You are building a chatbot.
You need to use the Content Moderator service to identify messages that contain sexually explicit language.
Which section in the response from the service will contain the category score, and which category will be assigned to the message? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
 

You have an Azure Cognitive Search solution and a collection of handwritten letters stored as JPEG files.
You plan to index the collection. The solution must ensure that queries can be performed on the contents of the letters.
You need to create an indexer that has a skillset.
Which skill should you include?

A. image analysis

B. optical character recognition (OCR)

C. key phrase extraction

D. document extraction

You have the following C# function.
 
You call the function by using the following code.
 
Which output will you receive?

A. The quick -The lazy

B. the quick brown fox jumps over the lazy dog

C. jumps over the

D. quick brown foxlazy dog

You have an Azure subscription that contains an Azure AI Service resource named CSAccount1 and a virtual network named VNet1. CSAaccount1 is connected to VNet1.
You need to ensure that only specific resources can access CSAccount1. The solution must meet the following requirements:
•	Prevent external access to CSAccount1.
•	Minimize administrative effort.
Which two actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct answer is worth one point.

A. In VNet1, enable a service endpoint for CSAccount1.

B. In CSAccount1, configure the Access control (IAM) settings.

C. In VNet1, modify the virtual network settings.

D. In VNet1, create a virtual subnet.

E. In CSAccount1, modify the virtual network settings.

You are building an AI solution that will use Sentiment Analysis results from surveys to calculate bonuses for customer service staff.
You need to ensure that the solution meets the Microsoft responsible AI principles.
What should you do?

A. Add a human review and approval step before making decisions that affect the staff’s financial situation.

B. Include the Sentiment Analysis results when surveys return a low confidence score.

C. Use all the surveys, including surveys by customers who requested that their account be deleted and their data be removed.

D. Publish the raw survey data to a central location and provide the staff with access to the location.

You have a file share that contains 5,000 images of scanned invoices.
You need to analyze the images. The solution must extract the following data:
•	Invoice items
•	Sales amounts
•	Customer details
What should you use?

A. Custom Vision

B. Azure AI Computer Vision

C. Azure AI Immersive Reader

D. Azure AI Document Intelligence

You are designing a content management system.
You need to ensure that the reading experience is optimized for users who have reduced comprehension and learning differences, such as dyslexia. The solution must minimize development effort.
Which Azure service should you include in the solution?

A. Azure AI Immersive Reader

B. Azure AI Translator

C. Azure AI Document Intelligence

D. Azure AI Language

SIMULATION -
You need to create a Form Recognizer resource named fr12345678.
Use the Form Recognizer sample labeling tool at https://fott-2-1.azurewebsites.net/ to analyze the invoice located in the C:ResourcesInvoices folder.
Save the results as C:ResourcesInvoicesResults.json.
To complete this task, sign in to the Azure portal and open the Form Recognizer sample labeling tool.

HOTSPOT -
You are developing the shopping on-the-go project.
You need to build the Adaptive Card for the chatbot.
How should you complete the code? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Hot Area:
 

You are building a chatbot by using the Microsoft Bot Framework Composer as shown in the exhibit. (Click the Exhibit tab.)
 
The chatbot contains a dialog named GetUserDetails. GetUserDetails contains a TextInput control that prompts users for their name.
The user input will be stored in a property named name.
You need to ensure that you can dispose of the property when the last active dialog ends.
Which scope should you assign to name?

A. dialog

B. user

C. turn

D. conversation

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 web app named app1 that runs on an Azure virtual machine named vm1. Vm1 is on an Azure virtual network named vnet1.
You plan to create a new Azure Cognitive Search service named service1.
You need to ensure that app1 can connect directly to service1 without routing traffic over the public internet.
Solution: You deploy service1 and a public endpoint, and you configure a network security group (NSG) for vnet1.
Does this meet the goal?

A. Yes

B. No

You need to implement a table projection to generate a physical expression of an Azure Cognitive Search index.
Which three properties should you specify in the skillset definition JSON configuration table node? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

A. tableName

B. generatedKeyName

C. dataSource

D. dataSourceConnection

E. source

You are building an app named App1 that will use Azure AI Document Intelligence to extract the following data from scanned documents:
•	Shipping address
•	Billing address
•	Customer ID
•	Amount due
•	Due date
•	Total tax
•	Subtotal
You need to identify which model to use for App1. The solution must minimize development effort.
Which model should you use?

A. custom extraction model

B. contract

C. invoice

D. general document

You successfully run the following HTTP request.
POST https://management.azure.com/subscriptions/18c51a87-3a69-47a8-aedc-a54745f708a1/resourceGroups/RG1/providers/
Microsoft.CognitiveServices/accounts/contoso1/regenerateKey?api-version=2017-04-18
Body{"keyName": "Key2"}
What is the result of the request?

A. A key for Azure Cognitive Services was generated in Azure Key Vault.

B. A new query key was generated.

C. The primary subscription key and the secondary subscription key were rotated.

D. The secondary subscription key was reset.

DRAG DROP
-
You have a collection of Microsoft Word documents and PowerPoint presentations in German.
You need to create a solution to translate the files to French. The solution must meet the following requirements:
•	Preserve the original formatting of the files.
•	Support the use of a custom glossary.
You create a blob container for German files and a blob container for French files. You upload the original files to the container for German files.
Which three actions should you perform in sequence to complete the solution? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.
 

HOTSPOT
-
You are building a solution that students will use to find references for essays.
You use the following code to start building the solution.
 
For each of the following statements, select Yes is the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
 

HOTSPOT
-
You plan to deploy a containerized version of an Azure Cognitive Services service that will be used for sentiment analysis.
You configure https://contoso.cognitiveservices.azure.com as the endpoint URI for the service.
You need to run the container on an Azure virtual machine by using Docker.
How should you complete the command? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
 

You have an Azure subscription.
You need to build an app that will compare documents for semantic similarity. The solution must meet the following requirements:
•	Return numeric vectors that represent the tokens of each document.
•	Minimize development effort.
Which Azure OpenAI model should you use?

A. GPT-3.5

B. GPT-4

C. embeddings

D. DALL-E

HOTSPOT
-
You have an Azure subscription that contains an Azure AI Document Intelligence resource named DI1.
You build an app named App1 that analyzes PDF files for handwritten content by using DI1.
You need to ensure that App1 will recognize the handwritten content.
How should you complete the code? To answer, select the appropriate options in the answer area.
 

DRAG DROP -
You are developing a solution for the Management-Bookkeepers group to meet the document processing requirements. The solution must contain the following components:
✑ A From Recognizer resource
✑ An Azure web app that hosts the Form Recognizer sample labeling tool
The Management-Bookkeepers group needs to create a custom table extractor by using the sample labeling tool.
Which three actions should the Management-Bookkeepers group perform in sequence? To answer, move the appropriate cmdlets from the list of cmdlets to the answer area and arrange them in the correct order.
Select and Place: