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AI-102 Designing and Implementing a Microsoft Azure AI Solution Questions and Answers

Questions 4

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 5

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 6

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.

AI-102 Question 6

Options:

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Questions 7

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 8

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 9

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.

AI-102 Question 9

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 10

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 11

You develop a Conversational Language Undemanding model by using Language Studio

During testing, users receive incorrect responses to requests that do NOT relate to the capabilities of the model.

You need to ensure that the model identifies spurious requests.

What should you do?

Options:

A.

Enable active learning.

B.

Add examples to the custom intents.

C.

Add examples to the None intent

D.

Add entities.

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Questions 12

You have an Azure subscription and 10,000 ASCII files.

You need to identify files that contain specific phrases. The solution must use cosine similarity.

Which Azure OpenAI model should you use?

Options:

A.

text-embedding-ada-002

B.

GPT-4

C.

GPT-35 Turbo

D.

GPT-4-32k

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Questions 13

You are building an agent by using the Semantic Kernel. The agent will use a custom plugin. You need to ensure that the agent meets the following requirements:

• The agent must use function calling.

• All functions that match the instructions must be triggered.

• All required parameters in the function must be requested by the agent if the user fails to provide them.

How should you complete the code? To answer, select the appropriate options in the answer area. NOTE: Each correct selection is worth one point.

AI-102 Question 13

Options:

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Questions 14

You have a factory that produces food products.

You need to build a monitoring solution for staff compliance with personal protective equipment (PPE) requirements. The solution must meet the following requirements:

• identify staff who have removed masks or safety glasses.

• Perform a compliance check every 15 minutes.

• Minimize development effort.

• Minimize costs.

Which service should you use?

Options:

A.

Face

B.

Computer Vision

C.

Azure Video Analyzer for Media (formerly Video indexer)

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Questions 15

You need to ensure that the chatbot can classify user input into separate categories. The categones must be dynamic and defined at the time of inference.

Which service should you use to classify the input?

Options:

A.

Azure OpenAI text summarization

B.

Azure OpenAI text classification

C.

Azure Al Language custom named entity recognition (NER)

D.

Azure Al Language custom text classification

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Questions 16

You are building a customer support chatbot.

You need to configure the bot to identify the following:

• Code names for internal product development

• Messages that include credit card numbers

The solution must minimize development effort.

Which Azure Cognitive Service for Language feature should you use for each requirement? To answer, drag the appropriate features to the correct requirements. Each feature 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.

AI-102 Question 16

Options:

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Questions 17

You use the Custom Vision service to build a classifier.

After training is complete, you need to evaluate the classifier.

Which two metrics are available for review? Each correct answer presents a complete solution. (Choose two.)

NOTE: Each correct selection is worth one point.

Options:

A.

recall

B.

F-score

C.

weighted accuracy

D.

precision

E.

area under the curve (AUC)

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Questions 18

You have an Azure subscription that contains an Azure OpenAI resource named AH and an 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 Protected material detection feature to run the tests.

Does this meet the requirement?

Options:

A.

Yes

B.

No

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Questions 19

You build a Language Understanding model by using the Language Understanding portal.

You export the model as a JSON file as shown in the following sample.

AI-102 Question 19

To what does the Weather.Historic entity correspond in the utterance?

Options:

A.

by month

B.

chicago

C.

rain

D.

location

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Questions 20

You are building a solution that students will use to find references for essays. You use the following code to start building the solution.

AI-102 Question 20

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

AI-102 Question 20

Options:

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Questions 21

You are developing an application that includes language translation.

The application will translate text retrieved by using a function named get_text_to_be_translated. The text can be in one of many languages. The content of the text must remain within the Americas Azure geography.

You need to develop code to translate the text to a single language.

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

NOTE: Each correct selection is worth one point.

AI-102 Question 21

Options:

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Questions 22

You have an Azure OpenAI model named All.

You are building a web app named App1 by using the Azure OpenAI SDK You need to configure App1 to connect to All What information must you provide?

Options:

A.

the endpoint, key, and model name

B.

the deployment name, endpoint. and key

C.

the endpoint, key, and model type

D.

the deployment name, key, and model name

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Questions 23

You have a collection of 50,000 scanned documents that contain text.

You plan to make the text available through Azure Cognitive Search.

You need to configure an enrichment pipeline to perform optical character recognition (OCR) and text analytics. The solution must minimize costs.

What should you attach to the skillset?

Options:

A.

a new Computer Vision resource

B.

a free (Limited enrichments) Cognitive Services resource

C.

an Azure Machine Learning pipeline

D.

a new Cognitive Services resource that uses the SO pricing tier

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Questions 24

You have an app that manages feedback.

You need to ensure that the app can detect negative comments by using the Sentiment Analysis API in Azure Cognitive Service for Language. The solution must ensure that the managed feedback remains on your company's internal network.

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.

NOTE: More than one order of answer choices is correct You will receive credit for any of the correct orders you select.

AI-102 Question 24

Options:

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Questions 25

You Have a chatbot that uses the Azure Al Language custom question answering service. The model used by the service was trained by using an internal support FAQ document.

You discover that the chatbot fails to provide correct answers to common questions.

You need to increase the accuracy of the responses provided by the chatbot. The solution must minimize development effort.

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

AI-102 Question 25

Options:

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Questions 26

You are developing a monitoring system that will analyze engine sensor data, such as rotation speed, angle, temperature, and pressure. The system must generate an alert in response to atypical values.

What should you include in the solution?

Options:

A.

Application Insights in Azure Monitor

B.

metric alerts in Azure Monitor

C.

Multivariate Anomaly Detection

D.

Univariate Anomaly Detection

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Questions 27

You are building a Conversational Language Understanding model.

You need to ensure that the model will support the following sample utterances:

• Set all the lights to on.

• Turn off the lights in the living room.

• What is the current thermostat temperature?

• Lower the temperature of the thermostat by five degrees.

Which three elements should you add to the model?

Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.

Options:

A.

a location Intent

B.

a change setting entity

C.

a device intent

D.

a change setting intent

E.

a query setting intent

F.

a device entity

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Questions 28

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.

AI-102 Question 28

Options:

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Questions 29

You plan to build a chatbot to support task tracking.

You create a Language Understanding service named lu1.

You need to build a Language Understanding model to integrate into the chatbot. The solution must minimize development time to build the model.

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.)

AI-102 Question 29

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Questions 30

You are building a retail chatbot that will use a QnA Maker service.

You upload an internal support document to train the model. The document contains the following question: "What is your warranty period?"

Users report that the chatbot returns the default QnA Maker answer when they ask the following question: "How long is the warranty coverage?"

The chatbot returns the correct answer when the users ask the following question: 'What is your warranty period?"

Both questions should return the same answer.

You need to increase the accuracy of the chatbot responses.

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

AI-102 Question 30

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Questions 31

You have 100,000 images.

You need to build an app that will perform the following actions:

• Identify road signs in the images and generate a short description of each road sign.

• Analyze the descriptions to generate a report about the different types of road signs and how often each type occurred.

The solution must minimize costs.

What should you use for each action? To answer, select the appropriate options in the answer area.

NOTE; Each correct selection is worth one point.

AI-102 Question 31

Options:

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Questions 32

Select the answer that correctly completes the sentence.

AI-102 Question 32

Options:

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Questions 33

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.

AI-102 Question 33

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Questions 34

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.

AI-102 Question 34

Options:

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Questions 35

What is a characteristic of a non-relational database?

Options:

A.

full support for Transact-SGL

B.

a fixed schema

C.

self describing entities

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Questions 36

You have an Azure subscription.

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

You need to ensure that inappropriate content uploaded by the users is blocked. The solution must minimize development effort

What are two tools that you can use? Each correct answer presents a complete solution

NOTE: Each correct selection is worth one point.

Options:

A.

Microsoft Defender for Cloud Apps

B.

Azure Al Custom Vision

C.

Azure Al Vision

D.

Azure Al Content Safety

E.

Azure Al Document Intelligence

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Questions 37

What should you use to build a Microsoft Power Bi paginated report?

Options:

A.

Power BI Report Builder

B.

Charciculator

C.

Power BI Desktop

D.

the Power BI service

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Questions 38

You have an Azure Cognitive Search solution and an enrichment pipeline that performs Sentiment Analysis on social media posts.

You need to define a knowledge store that will include the social media posts and the Sentiment Analysis results.

Which two fields should you include in the definition? Each correct answer presents part of the solution.

NOTE: Each correct selection is worth one point.

Options:

A.

storageContainer

B.

tables

C.

storaeeConnectionString

D.

files

E.

objects

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Questions 39

You plan to build an agent that will combine and process multiple files uploaded by users.

You are evaluating whether to use the Azure Al Agent Service to develop the agent.

What is the maximum size of all the files that can be uploaded to the service?

Options:

A.

1 GB

B.

10 GB

C.

100 GB

D.

1 TB

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Questions 40

You are building an app that will analyze documents by using the Azure Al Language service.

You need to identify industry-specific technical terms in the documents. The solution must minimize development effort.

What should you use?

Options:

A.

key phrase extraction

B.

custom named entity recognition (NER)

C.

conversational language under-standing (CLU)

D.

language detection

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Questions 41

You have a Language service resource that performs the following:

• Sentiment analysis

• Named Entity Recognition (NER)

• Personally Identifiable Information (Pll) identification

You need to prevent the resource from persisting input data once the data is analyzed. Which query parameter in the Language service API should you configure?

Options:

A.

loggingOptOut

B.

piiCategories

C.

showStats

D.

Model-version

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Questions 42

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.

AI-102 Question 42

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Questions 43

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.

AI-102 Question 43

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Questions 44

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.

AI-102 Question 44

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Questions 45

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 46

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.)

AI-102 Question 46

Options:

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Questions 47

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.

AI-102 Question 47

Options:

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Questions 48

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.

AI-102 Question 48

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Exam Code: AI-102
Exam Name: Designing and Implementing a Microsoft Azure AI Solution
Last Update: Oct 15, 2025
Questions: 379

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