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  • AI-102 Question Answers
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Microsoft AI-102 Exam Overview:

Aspect Details
Exam Name Microsoft AI-102: Designing and Implementing an Azure AI Solution
Exam Cost $165 USD
Total Time 180 minutes (2 hours 60 minutes)
Available Languages English, Japanese, Chinese (Simplified), Korean
Passing Marks 700 out of 1000
Exam Provider Microsoft

Designing and Implementing a Microsoft Azure AI Solution Exam Topics Breakdown

Domain Percentage Description
Plan and Manage an Azure AI Solution 15-20% Plan and manage Azure Cognitive Services, Azure Machine Learning, and Azure Bot Service resources.
Implement Computer Vision Solutions 20-25% Implement computer vision solutions using Azure Cognitive Services, Azure Custom Vision, and Azure Video Analyzer.
Implement Natural Language Processing Solutions 15-20% Implement natural language processing solutions using Azure Cognitive Services and Azure Language Understanding.
Implement Speech and Conversational AI Solutions 15-20% Implement speech and conversational AI solutions using Azure Cognitive Services, Azure Bot Service, and Azure Speech Services.
Manage AI Solutions 15-20% Implement and manage AI workloads and environments, monitor and evaluate AI solutions, and implement ethical and responsible AI.

Frequently Asked Questions

Microsoft AI-102 Sample Question Answers

Question # 1

You have an Azure subscription. The subscription contains an Azure OpenAI resource thathosts a GPT-4 model named Modell and an app named Appl. App1 uses Model!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

Question # 2

You have an Azure subscription. The subscription contains an Azure OpenAI resource thathosts a GPT-3.5 Turbo model named Model1.You configure Model1 to use the following system message: "You are an Al assistant thathelps people solve mathematical puzzles. Explain your answers as if the request is by a 4-year-old."Which type of prompt engineering technique is this an example of?

A. few-shot learning
B. affordance
C. chain of thought
D. priming

Question # 3

You are building a chatbot for a travel agent. The chatbot will use the Azure OpenAI GPT3.5 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?

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 beaccurate.

Question # 4

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 isaccessed by using a single endpoint and credential.Which type of resource should you create?

A. Language
B. Speech
C. Azure Cognitive Services
D. Content Moderator

Question # 5

You are building an app that will use the Azure Video Indexer service.You plan to train a language model to recognize industry-specific terms.You need to upload a file that contains the industry-specific terms.Which file format should you use?

A. PDF
B. XML
C. TXT
D. XLS

Question # 6

You have an Azure subscription that contains a multi-service Azure Cognitive ServicesTranslator resource named Translator1.You are building an app that will translate text and documents by using Translator1.You need to create the REST API request for the app.Which headers should you include in the request?

A. the subscription key and the client trace ID
B. the subscription key, the subscription region, and the content type
C. the resource ID and the content language
D. the access control request, the content type, and the content length

Question # 7

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

A. Custom Vision image classification
B. Content Moderator Image Moderation
C. Custom Translator
D. Computer Vision Image Analysis

Question # 8

You are building an app that will include one million scanned magazine articles. Eacharticle will be stored as an image file. You need to configure the app to extract text from theimages. The solution must minimize development effort. What should you include in thesolution?

A. Computer Vision Image Analysis
B. the Read API in Computer Vision
C. Form Recognizer
D. Azure Cognitive Service for Language

Question # 9

You need to store event log data that is semi-structured and received as the logs occur.What should you use?

A. Azure Table storage
B. Azure Queue storage
C. Azure Files

Question # 10

You have a 20-GB file named file1, avi that is stored on a local drive.You need to index file1, avi by using the Azure Video indexer website.What should you do first?

A. Upload File1 avi to an Azure storage queue.
B. upload File1.avi to the www.youtube.com seepage
C. Upload file1 avi to the Azure video indexer website.
D. Upload file1 avi to Microsoft OneDrive.

Question # 11

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 QnAMaker 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

Question # 12

You are building a Chatbot by using the Microsoft Bot Framework SDK. The bot will beused to accept food orders from customers and allow the customers to customize eachfood item. You need to configure the bot to ask the user for additional input based on thetype of item ordered. The solution must minimize development effort. Which two types ofdialogs should you use? Each correct answer presents part of the solution. NOTE: Eachcorrect selection is worth one point.

A. adaptive
B. action
C. waterfall
D. prompt
E. input

Question # 13

You have an Azure subscription that contains an Al enrichment pipeline in Azure CognitiveSearch 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 mustminimize how long it takes to build the index. What should you do?

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.

Question # 14

You have an Azure subscription that contains an Al enrichment pipeline in Azure CognitiveSearch 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 mustminimize how long it takes to build the index. What should you do?

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.

Question # 15

Note: This question is part of a series of questions that present the same scenario. Eachquestion in the series contains a unique solution that might meet the stated goals. Somequestion sets might have more than one correct solution, while others might not have acorrect 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 LanguageUsers report that the responses of the chatbot lark formality when answering spuriousquestionsYou need to ensure that the chatbot provides formal responses to spurious questions.Solution: From Language Studio, you change the chitchat source toqna_chitchit_friindly.tsv. and then retrain and republish the model.Does this meet the goal?

A. Yes
B. No

Question # 16

You create a bot by using the Microsoft Bot Framework SDK.You need to configure the bot to respond to events by using custom text responses.What should you use?

A. an adaptive card
B. an activity handler
C. a dialog
D. a skill

Question # 17

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

A. key phrase extraction
B. optical character recognition (OCR)
C. document extraction
D. image analysis

Question # 18

You create five bots by using Microsoft Bot Framework Composer.You need to make a single bot available to users that combines the bots. The solution mustsupport dynamic routing to the bots based on user input.Which three actions should you perform? Each correct answer presents part of thesolution.NOTE: Each correct selection is worth one point.

A. Create an Orchestrator model.
B. Change the Recognizer/Dispatch type.
C. Create a composer extension.
D. Enable WebSockets.
E. Create a custom recognizer JSON file.
F. Install the Orchestrator package.

Question # 19

You are building a flight booking bot by using the Microsoft Bot Framework SDK.The bot will ask users for their departure date. The bot must repeat the question until avalid date is given, or the users cancel the transaction.Which type of dialog should you use?

A. prompt
B. action
C. waterfall
D. adaptive

Question # 20

You have an Azure Cognitive Search solution and a collection of blog posts that include acategory field. You need to index the posts. The solution must meet the followingrequirements:• Include the category field in the search results.• Ensure that users can search for words in the category field.• Ensure that users can perform drill down filtering based on category.Which index attributes should you configure for the category field?

A. searchable, facetable, and retrievable
B. retrievable, filterable, and sortable
C. retrievable, facetable, and key
D. searchable, sortable, and retrievable

Question # 21

Note: This question is part of a series of questions that present the same scenario. Eachquestion in the series contains a unique solution that might meet the stated goals. Somequestion sets might have more than one correct solution, while others might not have acorrect 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 LanguageUsers report that the responses of the chatbot lack formality when answering spuriousquestionsYou need to ensure that the chatbot provides formal responses to spurious questions.Solution: From Language Studio, you change the chitchat source toqna_chitchat_professional.tsv. and then retrain and republish the model.Does this meet the goal?

A. Yes
B. No

Question # 22

You have a Language service resource that performs the following:• Sentiment analysis• Named Entity Recognition (NER)• Personally Identifiable Information (Pll) identificationYou 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?

A. loggingOptOut
B. piiCategories
C. showStats
D. Model-version

Question # 23

You are building a solution that will detect anomalies in sensor data from the previous 24hours.You need to ensure that the solution scans the entire dataset, at the same time, foranomalies.Which type of detection should you use?

A. batch
B. streaming
C. change point

Question # 24

You have an app that analyzes images by using the Computer Vision API.You need to configure the app to provide an output for users who are vision impaired. Thesolution must provide the output in complete sentences.Which API call should you perform?

A. readInStreamAsync
B. describelmagelnStreamAsync
C. toglfiagelnStreaaAsync
D. analyreImageByDomainInStreamAsync

Question # 25

You are building an app that will share user images.You need to configure the app to perform the following actions when a user uploads animage:• Categorize the image as either a photograph or a drawing.• Generate a caption for the image.The solution must minimize development effort.Which two services should you include in the solution? Each correct answer presents partof the solution.NOTE: Each correct selection is worth one point.

A. object detection in Computer Vision
B. content tags in Computer Vision
C. image descriptions in Computer Vision
D. image type detection in Computer Vison
E. image classification in Custom Vision

Question # 26

You have an Azure subscription that contains an Azure App Service app named Appl.You provision a multi-service Azure Cognitive Services resource named CSAccount1.You need to configure App1 to access CSAccount1. The solution must minimizeadministrative effort. What should you use to configure App1?

A. a system-assigned managed identity and an X.509 certificate
B. the endpoint URI and an OAuth token
C. the endpoint URI and a shared access signature (SAS) token
D. the endpoint URI and subscription key

Question # 27

You have an app named App1 that uses an Azure Cognitive Services model to identifyanomalies in a time series data stream. You need to run App1 in a location that has limitedconnectivity. The solution must minimize costs. What should you use to host the model?

A. Azure Kubernetes Services (AKS)
B. a Kubernetes cluster hosted in an Azure Stack Hub integrated system
C. Azure Container instances
D. the Docker Engine

Question # 28

You have an Azure Cognitive Search solution and an enrichment pipeline that performsSentiment Analysis on social media posts.You need to define a knowledge store that will include the social media posts and theSentiment Analysis results.Which two fields should you include in the definition? Each correct answer presents part ofthe solution.NOTE: Each correct selection is worth one point.

A. storageContainer
B. tables
C. storaeeConnectionString
D. files
E. objects

Question # 29

You develop a Conversational Language Undemanding model by using Language StudioDuring testing, users receive incorrect responses to requests that do NOT relate to thecapabilities of the model.You need to ensure that the model identifies spurious requests.What should you do?

A. Enable active learning.
B. Add examples to the custom intents.
C. Add examples to the None intent
D. Add entities.

Question # 30

You are building a chatbot.You need to ensure that the bot will recognize the names of your company's products andcodenames. The solution must minimize development effort.Which Azure Cognitive Service for Language service should you include in the solution?

A. custom text classification
B. entity linking
C. custom Named Entity Recognition (NER)
D. key phrase extraction

Question # 31

You build a language model by using Conversational Language Understanding. Thelanguage model is used to search for information on a contact list by using an intent namedFindcontact. A conversational expert provides you with the following list of phrases to usefor training• Find contacts in London.• Who do I know in Seattle?• Search for contacts m Ukraine.You need to implement the phrase list in Conversational Language Understanding.Solution: You create a new utterance for each phrase in the FindContact intent.

A. Yes
B. No

Question # 32

You build a chatbot that uses the Azure OpenAI GPT 3.5 model.You need to improve the quality of the responses from the chatbot. The solution mustminimize development effort.What are two ways to achieve the goal? Each correct answer presents a complete solution.NOTE: Each correct answer is worth one point.

A. Fine-tune the model.
B. Provide grounding content.
C. Add sample request/response pairs.
D. Retrain the language model by using your own data.
E. Train a custom large language model (LLM).

Question # 33

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 statedgoals. Some question sets might have more than one correct solution, while othersmight not have a correct solution.After you answer a question in this section, you will NOT be able to return to it. As aresult, 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 beingthrottled.You need to reduce the likelihood that search query requests are throttled.Solution: You migrate to a Cognitive Search service that uses a higher tier.Does this meet the goal?

A. Yes
B. No

Question # 34

Note: This question is part of a series of questions that present the same scenario. Eachquestion in the series contains a unique solution that might meet the stated goals. Somequestion sets might have more than one correct solution, while others might not have acorrect 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 LanguageUsers report that the responses of the chatbot lark formality when answering spuriousquestionsYou need to ensure that the chatbot provides formal responses to spurious questions.Solution: From Language Studio, you remove all the chit-chat question and answer pairs,and then retrain and republish the modelDoes this meet the goal?

A. Yes
B. No

Question # 35

You have an Azure Cognitive Services model named Model that identifies the intent of text input.You develop an app in C# named App1.You need to configure App1 to use Model1.Which package should you add to App1?

A. Azure.AI.Language.Conversations
B. SpeechServicesToolkit
C. Universal.Microsoft.CognitiveServices.Speech
D. Xamarin.Cognitive.Speech

Question # 36

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 detailsWhat should you use?

A. Custom Vision
B. Computer Vision
C. Immersive Reader
D. Form Recognizer

Question # 37

Note: This question is part of a series of questions that present the same scenario. Eachquestion in the series contains a unique solution that might meet the stated goals. Somequestion sets might have more than one correct solution, while others might not have acorrect 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 randomquestions that are outside the scope of the knowledge base.You need to ensure that the chatbot provides formal responses to these spuriousquestions.Solution: From Language Studio, you modify the question and answer pairs for the customintents, and then retrain and republish the model.Does this meet the goal?

A. Yes
B. No

Question # 38

You are building a chatbot. You need to configure the chatbot to query a knowledge base. Which dialog class should you use?

A. AdaptiveDialog 
B. QnAMakerDialog 
C. ComponentDialog 
D. SkillDialog 

Question # 39

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.customvoice.apispeech.microsoft.eom/api/texttospeech/v3.0/longaudiosynt hesis/voices 
B. https://uksouth.tts.speech.microsoft.conT/cognitiveservices/voices/list 
C. https://uksouth.voice.speech.microsoft.com/cognitiveservices/v1?deploymentld = {deploymentld> 
D. https://uksouth.api.cognitive.microsoft.eom/speechtotext/v3.0/models/base 

Question # 40

Which property of a transactional workload guarantees that each transaction is treated as a single unit that either succeeds completely or tails completely?

A. isolation
B. atomicity
 C. consistency
 D. durability 

Question # 41

You are examining the Language service output of an application. The text analyzed is: Our tour guide took us up the Space Needle during our trip to Seattle last week. The response contains the data shown in the following table.  Which Language service API is used 10 analyze the Text?

A. Entity Linking 
B. Named Entity Recognition 
C. Key Phrase Extraction 
D. Sentiment Analysis

Question # 42

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 users 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. Custom Vision image classification 
B. Content Moderator Image Moderation 
C. Custom Translator 
D. Computer Vision image Analysis 

Question # 43

What is a characteristic of a non-relational database? 

A. full support for Transact-SGL 
B. a fixed schema
 C. self describing entities

Question # 44

You are building a retail kiosk system that will use a custom neural voice. You acquire audio samples and consent from the voice talent. You need to create a voice talent profile. What should you upload to the profile?

A. a five-minute wav or mp3 file of the voce talent describing the kiosk system 
B. a five-minute .flac audio file and the associated transcript as a w file 
C. a .wav or mp3 file of the voice talent consenting to the creation of a synthetic version of their voice 
D. a .zip file that contains 10-second .wav files and the associated transcripts as .txt files 

Question # 45

You have a SQL query that combines customer data and order data. The query includes calculated columns. You need to create a database object that would allow other users to rerun the same SOL query. What should you create?

A. an Index 
B. a view 
C. a scalar function 
D. a table 

Question # 46

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

A. the change feed 
B. a lifecycle management policy 
C. soft delete 
D. archive storage

Question # 47

You are designing a conversational interface for an app that will be used to make vacation requests. The interface must gather the following data: • The start date of a vacation • The end date of a vacation • The amount of required paid time off The solution must minimize dialog complexity. Which type of dialog should you use?

A. Skill 
B. waterfall 
C. adaptive 
D. component

Question # 48

Which scenario is an example of a streaming workload?

A. sending transactions daily from point of sale (POS) devices 
B. sending cloud infrastructure metadata every 30 minutes 
C. sending transactions that are older than a month to an archive 
D. sending telemetry data from edge devices 

Question # 49

You have a chatbot that was built by using Microsoft Bot Framework and deployed to Azure. You need to configure the bot to support voice interactions. The solution must support multiple client apps. Which type of channel should you use?

A. Cortana 
B. Microsoft Teams 
C. Direct Line Speech

Question # 50

What are two benefits of platform as a service (PaaS) relational database offerings in Azure, such as Azure SQL Database? Each correct answer presents a complete solution. NOTE: Each correct selection Is worth one point. 

A. reduced administrative effort for managing the server infrastructure 
B. complete control over backup and restore processes 
C. in-database machine learning services S3 
D. access to the latest features 

Question # 51

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

A. Power BI Report Builder 
B. Charciculator 
C. Power BI Desktop 
D. the Power BI service 

Question # 52

You develop a custom question answering project in Azure Cognitive Service for Language. The project will be used by a chatbot. You need to configure the project to engage in multi-turn conversations. What should you do?

A. Add follow-up prompts. 
B. Enable active learning. 
C. Add alternate questions.
 D. Enable chit-chat. 

Question # 53

Which database transaction property ensures that transactional changes to a database are preserved during unexpected operating system restarts?

A. durability 
B. atomicity
 C. consistency 
D. isolation 

Question # 54

What is the primary purpose of a data warehouse? 

A. to provide storage for transactional line-of-business (LOB) applications 
B. to provide transformation services between source and target data stores 
C. to provide read only storage of relational and non relational historical data 
D. to provide answers to complex queries that rely on data from multiple sources 

Question # 55

You are building a chatbot that will use question answering in Azure Cognitive Service forLanguage.You have a PDF named Docl.pdf that contains a product catalogue and a price listYou upload Docl.pdf and train the model.During testing, users report that the chatbot responds correctly to the following question:What is the price of < product>?The chatbot fails to respond to the following question: How much does <product* cost?You need to ensure that the chatbot responds correctly to both questions.Solution: From Language Studio, you create an entity for cost, and then retrain andrepublish the model.Does this meet the goal?

A. Yes 
B. No