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AI-102 Sample Questions Answers

Questions 4

You have an app that uses an Azure Al Foundry Content Safety blocklist.

You need to remove an entry from the blocklist The solution must minimize the impact on existing entries on the list.

How should you complete the code? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 5

You are building a chatbot by using the Microsoft Bot Framework SDK.

You use an object named UserProfile to store user profile information and an object named ConversationData to store information related to a conversation.

You create the following state accessors to store both objects in state.

var userStateAccessors = _userState.CreateProperty < UserProfile > (nameof(UserProfile));

var conversationStateAccessors = _conversationState.CreateProperty < ConversationData > (nameof(ConversationData));

The state storage mechanism is set to Memory Storage.

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 6

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?

Options:

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

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Questions 7

You are developing the knowledgebase by using Azure Cognitive Search.

You need to build a skill that will be used by indexers.

How should you complete the code? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 8

You are developing the chatbot.

You create the following components:

• A QnA Maker resource

• A chatbot by using the Azure Bot Framework SDK

You need to add an additional component to meet the technical requirements and the chatbot requirements. What should you add?

Options:

A.

Dispatch

B.

chatdown

C.

Language Understanding

D.

Microsoft Translator

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Questions 9

You are developing the knowledgebase.

You use Azure Video Analyzer for Media (previously Video indexer) to obtain transcripts of webinars.

You need to ensure that the solution meets the knowledgebase requirements.

What should you do?

Options:

A.

Create a custom language model

B.

Configure audio indexing for videos only

C.

Enable multi-language detection for videos

D.

Build a custom Person model for webinar presenters

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Questions 10

You build a QnA Maker resource to meet the chatbot requirements.

Which RBAC role should you assign to each group? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 11

You are developing the knowledgebase by using Azure Cognitive Search.

You need to meet the knowledgebase requirements for searching equivalent terms.

What should you include in the solution?

Options:

A.

a synonym map

B.

a suggester

C.

a custom analyzer

D.

a built-in key phrase extraction skill

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Questions 12

You are developing the chatbot.

You create the following components:

* A QnA Maker resource

* A chatbot by using the Azure Bot Framework SDK.

You need to integrate the components to meet the chatbot requirements.

Which property should you use?

Options:

A.

QnADialogResponseOptions.CardNoMatchText

B.

Qna MakerOptions-ScoreThreshold

C.

Qna Maker Op t ions StrickFilters

D.

QnaMakerOptions.RankerType

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Questions 13

You are developing the document processing workflow.

You need to identify which API endpoints to use to extract text from the financial documents. The solution must meet the document processing requirements.

Which two API endpoints should you identify? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.

/vision/v3.2/read/analyzeResults

B.

/formrecognizer/v2.0/prebuilt/receipt/analyze

C.

/vision/v3.2/read/analyze

D.

/vision/v3.2/describe

E.

/formercognizer/v2.0/custom/models{modelId}/ analyze

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Questions 14

You are developing a solution for the Management-Bookkeepers group to meet the document processing requirements. The solution must contain the following components:

A form 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.

Options:

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Questions 15

You have an Azure subscription.

You need to deploy an Azure Al Document Intelligence resource.

How should you complete the Azure Resource Manager (ARM) template? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 16

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 From Recognizer API for analysis, and the API ret urns 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?

Options:

A.

documentResults.docType == " prebuilt:receipt "

B.

documentResults.fields. " .confidence < 0.7

C.

documentResults.fields.ReceiptType.confidence > 0.7

D.

documentResults.fields.MerchantName.confidence < 0.7

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Questions 17

You need to develop code to upload images for the product creation project. The solution must meet the accessibility requirements.

How should you complete the code? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 18

You are developing the smart e-commerce project.

You need to implement autocompletion as part of the Cognitive Search solution.

Which three actions should you perform? Each correct answer presents part of the solution. (Choose three.)

NOTE: Each correct selection is worth one point.

Options:

A.

Make API queries to the autocomplete endpoint and include suggesterName in the body.

B.

Add a suggester that has the three product name fields as source fields.

C.

Make API queries to the search endpoint and include the product name fields in the searchFields query parameter.

D.

Add a suggester for each of the three product name fields.

E.

Set the searchAnalyzer property for the three product name variants.

F.

Set the analyzer property for the three product name variants.

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Questions 19

You are planning the product creation project.

You need to recommend a process for analyzing videos.

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. (Choose four.)

Options:

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Questions 20

You have an Azure subscription that contains an Azure Al Search instance named AlSearch1. AlSearch1 contains an index that includes a vector.

You need to perform the following actions:

• Deploy a new agent by using the Azure Al Agent Service.

• Connect the AlSearch1 index to the new agent.

• Validate the integration of the index and the agent.

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.

Options:

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Questions 21

You are developing a photo application that will find photos of a person based on a sample image by using the Face API.

You need to create a POST request to find the photos.

How should you complete the request? To answer, drag the appropriate values to the correct targets. Each value 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.

Options:

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Questions 22

You are developing the shopping on-the-go project.

You are configuring access to the QnA Maker resources.

Which role should you assign to AllUsers and LeadershipTeam? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 23

You are developing the smart e-commerce project.

You need to design the skillset to include the contents of PDFs in searches.

How should you complete the skillset design diagram? To answer, drag the appropriate services to the correct stages. Each service 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.

Options:

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Questions 24

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.

Options:

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Questions 25

You have an Azure subscription that contains an Al enrichment pipeline in Azure Cognitive Search and an Azure Storage account that has 10 G8 of scanned documents and images. You need to index the documents and images in the storage account. The solution must minimize how long it takes to build the index. What should you do?

Options:

A.

From the Azure portal, configure parallel indexing.

B.

Create a text-based indexer by using the REST API.

C.

From the Azure portal, configure scheduled indexing.

D.

Configure field mappings by using the REST API.

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Questions 26

You have an Azure subscription that contains an Azure OpenAl resource named All and ari Azure Al Content Safety resource named CS1.

You build a chatbot that uses All to provide generative answers to specific questions and CS1 to check input and output for objectionable content

You need to optimize the content filter configurations by running tests on sample questions.

Solution: From Content Safety Studio, you use the Moderate text content feature to run the tests.

Does this meet the requirement?

Options:

A.

Yes

B.

No

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Questions 27

You are developing an app that will use the Decision and Language APIs.

You need to provision resources for the app. The solution must ensure that each service is accessed by using a single endpoint and credential.

Which type of resource should you create?

Options:

A.

Language

B.

Speech

C.

Azure Cognitive Services

D.

Content Moderator

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Questions 28

You are planning the product creation project.

You need to build the REST endpoint to create the multilingual product descriptions.

How should you complete the URI? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 29

You are building an agent that will retrieve the current time at a given location by using a custom API.

You need to test the functionality of the custom API.

How should you complete the command? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 30

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 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 entity for the domain.

Does this meet the goal?

Options:

A.

Yes

B.

No

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Questions 31

You are developing an application that will use the Azure Al Vision client library. The application has the following code.

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 32

You are developing an app that will use the Speech and Language APIs.

You need to provision resources for the app. The solution must ensure that each service is accessed by using a single endpoint and credential.

Which type of resource should you create?

Options:

A.

Azure AI Language

B.

Azure AI Foundry service

C.

Azure AI Speech

D.

Azure AI Foundry Content Safety

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Questions 33

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?

Options:

A.

Custom Vision

B.

Computer Vision

C.

Immersive Reader

D.

Form Recognizer

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Questions 34

You have receipts that are accessible from a URL.

You need to extract data from the receipts by using Form Recognizer and the SDK. The solution must use a prebuilt model.

Which client and method should you use?

Options:

A.

the FormRecognizerClienc client and the ScarcRecognizeConcencFromUri method

B.

the FormTrainingClienc client and the ScarcRecognizeContentFromUri method

C.

the FormRecognizerClienc client and the ScarcRecognizeReceipcsFromUri method

D.

the FormTrainingClient client and the ScarcRecognizeReceipcsFromUri method

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Questions 35

What should you use to automatically delete blobs from Azure Blob Storage?

Options:

A.

the change feed

B.

a lifecycle management policy

C.

soft delete

D.

archive storage

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Questions 36

Match the Azure services to the appropriate locations in the architecture.

To answer, drag the appropriate service from the column on the left to its location on the right. Each service may be used once, more than once, or not at all.

NOTE: Each correct match is worth one point.

Options:

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Questions 37

You are reviewing the design of a chatbot. The chatbot includes a language generation file that contains the following fragment.

# Greet(user)

- ${Greeting()}, ${user.name}

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 38

You are building an app that will perform speech translation by using the Azure ai Language service.

You need to ensure that the language input to the app is supported.

How should you complete the code? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 39

You have an Azure subscription that contains a Content Safety in Foundry Control Plane resource.

You are building a social media messaging app.

You need to build a solution that will analyze messages and flag messages that contain explicit content.

How should you complete the code? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 40

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?

Options:

A.

key phrase extraction

B.

optical character recognition (OCR)

C.

document extraction

D.

image analysis

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Questions 41

You have a custom analyzer named analyzer1 that performs the following functions

• The transcription of video content

• The extraction of key frames from videos

You run the following command.

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 42

You are developing an application that will use the Computer Vision client library. The application has the following code.

For each of the following statements, select Yes if the statement is true. Otherwise, select No.

NOTE: Each correct selection is worth one point.

Options:

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Questions 43

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 a chatbot that uses question answering in Azure Cognitive Service for Language

Users report that the responses of the chatbot lack formality when answering spurious questions

You need to ensure that the chatbot provides formal responses to spurious questions.

Solution: From Language Studio, you change the chitchat source to qna_chitchat_professional.tsv. and then retrain and republish the model.

Does this meet the goal?

Options:

A.

Yes

B.

No

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Questions 44

You are building an app that will share user images.

You need to configure the app to meet the following requirement’s

• uploaded images must be scanned and any text must be extracted from the images.

• Extracted text must be analyzed for the presence of profane language.

• The solution must minimize development effort.

what should you use for each requirement? To answer, select the apocopate opinions in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 45

You are building an agent by using the Azure Al Foundry Agent Service.

You need to ensure that the agent can access publicly accessible data that was released during the past 90 days.

How should you complete the code? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 46

You are building a Language Understanding model for an e-commerce chatbot. Users can speak or type their billing address when prompted by the chatbot.

You need to construct an entity to capture billing addresses.

Which entity type should you use?

Options:

A.

machine learned

B.

Regex

C.

list

D.

Pattern.any

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Questions 47

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.

Options:

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Questions 48

You have an Azure subscription that contains an Azure OpenAI resource.

You deploy the GPT-4 model to the resource.

You need to ensure that you can upload files that will be used as grounding data for the model.

Which two types of resources should you create? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.

Azure Al Bot Service

B.

Azure SQL

C.

Azure Al Document Intelligence

D.

Azure Blob Storage

E.

Azure Al Search

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Questions 49

You are building a social media messaging app. You need to identify in real time the language used in messages. Which service should you use?

Options:

A.

Azure Speech in Foundry Tools

B.

Azure Translator in Foundry Tools

C.

Content Safety in Foundry Control Plane

D.

Azure Language in Foundry Tools

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Questions 50

You are building a language learning solution.

You need to recommend which Azure services can be used to perform the following tasks:

• Analyze lesson plans submitted by teachers and extract key fields, such as lesson times and required texts.

• Analyze learning content and provide students with pictures that represent commonly used words or phrases in the text

The solution must minimize development effort.

Which Azure service should you recommend for each task? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 51

You have an Azure subscription that contains an Azure Al Foundry Content Safety resource named resource1.

You are building an app that will analyze text by using resource1.

You need to identify text that contains hateful content.

How should you complete the code? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 52

You are developing a text processing solution.

You have the function shown below.

Options:

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Questions 53

You have an Azure subscription

You need to create a new resource that will generate fictional stories in response to user prompts. The solution must ensure that the resource uses a customer-managed key to protect data.

How should you complete the script? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 54

You have an Azure subscription that contains an Azure Al Content Safety resource.

You are building a social media app that will enable users to share images.

You need to configure the app to moderate inappropriate content uploaded by the users.

How should you complete the code? To answer, select the appropriate options in the answer area.

NOTE: Each correct selection is worth one point.

Options:

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Questions 55

You build a custom Form Recognizer model.

You receive sample files to use for training the model as shown in the following table.

Which three files can you use to train the model? Each correct answer presents a complete solution. (Choose three.)

NOTE: Each correct selection is worth one point.

Options:

A.

File1

B.

File2

C.

File3

D.

File4

E.

File5

F.

File6

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Questions 56

You are building an app that will use Azure AI to monitor workspaces for safety regulation compliance.

You need to recommend a service that meets the following requirements:

Generates alerts when employees enters high-risk areas

Monitors video feeds in real time

Minimizes development effort

What should you recommend?

Options:

A.

Azure AI Video Indexer

B.

Object detection in Azure Custom Vision

C.

Azure Vision in Foundry Tools Spatial Analysis

D.

Azure Vision in Foundry Tools Image Analysis

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Questions 57

You are building a chatbot for a travel agent. The chatbot will use the Azure OpenAI GPT 3.5 model and will be used to make travel reservations.

You need to maximize the accuracy of the responses from the chatbot.

What should you do?

Options:

A.

Configure the model to include data from the travel agent ' s database.

B.

Set the Top P parameter for the model to 0.

C.

Set the Temperature parameter for the model to 0.

D.

Modify the system message used by the model to specify that the answers must be accurate.

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Questions 58

You have an Azure subscription.

You need to deploy an Azure Al Search resource that will recognize geographic locations.

Which built-in skill should you include in the skillset for the resource?

Options:

A.

AzureOpenAIEmbeddingSkill

B.

Document Extract ionSkill

C.

EntityLinkingSkill

D.

EntityRecognitionSkill

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Questions 59

What ate two uses of data visualization? Each correct answer presents a complete solution. NOTE: Each correct selection is worth one point.

Options:

A.

Communicate the significance of data.

B.

Represent trends and patterns over time.

C.

Implement machine learning to predict future values.

D.

Enforce business logic across reports.

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Exam Code: AI-102
Exam Name: Designing and Implementing a Microsoft Azure AI Solution
Last Update: Jul 17, 2026
Questions: 423

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