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Free Microsoft AI-102 Practice Questions & Answers 2026 Part3 | Microsoft Azure AI Solution

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Question #1
You are training a Language Understanding model for a user support system.You create the first intent named GetContactDetails and add 200 examples.You need to decrease the likelihood of a false positive.What should you do?
A. dd additional examples to the GetContactDetails intent
B. dd a machine learned entity
C. nable active learning
D. dd examples to the None intent
View answer
Correct Answer: C
Question #2
You are building a solution that will detect anomalies in sensor data from the previous 24 hours.You need to ensure that the solution scans the entire dataset, at the same time, for anomalies.Which type of detection should you use?
A. batch
B. streaming
C. change points
View answer
Correct Answer: A
Question #3
You are building a chatbot. You need to ensure that the bot will recognize the names of your company's products and codenames. The solution must minimize development effort. Which Azure Cognitive Service for Language service should you include in the solution?
A. Acustom text classification
B. Bentity linking
C. Ccustom Named Entity Recognition (NER)
D. Dkey phrase extraction
View answer
Correct Answer: C
Question #4
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 offThe solution must minimize dialog complexity. Which type of dialog should you use?
A. Skill
B. waterfall
C. adaptive
D. component
View answer
Correct Answer: D
Question #5
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?
A. Face
B. Computer Vision
C. Azure Video Analyzer for Media (formerly Video Indexer)
View answer
Correct Answer: A
Question #6
You are building a social media messaging app.You need to identify in real time the language used in messages.Which SDK package should you install?
A. Azure
B. Microsoft
C. Azure
D. Azure
View answer
Correct Answer: A
Question #7
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. ortable and Retrievable
B. ilterable and Retrievable
C. earchable and Facetable
D. earchable and Retrievable
View answer
Correct Answer: D
Question #8
Your company wants to reduce how long it takes for employees to log receipts in expense reports. All the receipts are in English.You need to extract top-level information from the receipts, such as the vendor and the transaction total. The solution must minimize development effort.Which Azure service should you use?
A. Custom Vision
B. Personalizer
C. Form Recognizer
D. Computer Vision
View answer
Correct Answer: C
Question #9
You are developing a new sales system that will process the video and text from a public-facing website.You plan to monitor the sales system to ensure that it provides equitable results regardless of the user's location or background.Which two responsible AI principles provide guidance to meet the monitoring requirements? Each correct answer presents part of the solution.NOTE: Each correct selection is worth one point.
A. transparency
B. fairness
C. inclusiveness
D. reliability and safety
E. privacy and security
View answer
Correct Answer: BC
Question #10
You have the following C# method for creating Azure Cognitive Services resources programmatically.You need to call the method 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(client, "res1", "ComputerVision", "F0", "westus")
B. create_resource(client, "res1", "CustomVision
C. create_resource(client, "res1", "ComputerVision", "S0", "westus")
D. create_resource(client, "res1", "CustomVision
View answer
Correct Answer: B
Question #11
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
View answer
Correct Answer: A
Question #12
A customer uses Azure Cognitive Search.The customer plans to enable a server-side encryption and use customer-managed keys (CMK) stored in Azure.What are three implications of the planned change? Each correct answer presents a complete solution. NOTE: Each correct selection is worth one point.
A. The index size will increase
B. Query times will increase
C. A self-signed X
D. The index size will decrease
E. Query times will decrease
F. Azure Key Vault is required
View answer
Correct Answer: ABF
Question #13
You need to build a chatbot that meets the following requirements:✑ Supports chit-chat, knowledge base, and multilingual models✑ Performs sentiment analysis on user messages✑ Selects the best language model automaticallyWhat should you integrate into the chatbot?
A. nA Maker, Language Understanding, and Dispatch
B. ranslator, Speech, and Dispatch
C. anguage Understanding, Text Analytics, and QnA Maker
D. ext Analytics, Translator, and Dispatch
View answer
Correct Answer: C
Question #14
You need to build a chatbot that meets the following requirements:-Supports chit-chat, knowledge base, and multilingual models-Performs sentiment analysis on user messages-Selects the best language model automaticallyWhat should you integrate into the chatbot?
A. QnA Maker, Language Understanding, and Dispatch
B. Translator, Speech, and Dispatch
C. Language Understanding, Text Analytics, and QnA Maker
D. Text Analytics, Translator, and Dispatch
View answer
Correct Answer: C
Question #15
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_friendly.tsv, and then retrain and republish the model.Does this meet the goal?
A. es
B. o
View answer
Correct Answer: B
Question #16
You have the following C# method for creating Azure Cognitive Services resources programmatically.You need to call the method 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. reate_resource(client, "res1", "ComputerVision", "F0", "westus")
B. reate_resource(client, "res1", "CustomVision
C. reate_resource(client, "res1", "ComputerVision", "S0", "westus")
D. reate_resource(client, "res1", "CustomVision
View answer
Correct Answer: A
Question #17
You have a Language Understanding resource named lu1. You build and deploy an Azure bot named bot1 that uses lu1.You need to ensure that bot1 adheres to the Microsoft responsible AI principle of inclusiveness. How should you extend bot1?
A. Implement authentication for bot1
B. Enable active learning for lu1
C. Host lu1 in a container
D. Add Direct Line Speech to bot1
View answer
Correct Answer: D
Question #18
You have an app named App1 that uses an Azure Cognitive Services model to identify anomalies in a time series data stream.You need to run App1 in a location that has limited connectivity. The solution must minimize costs.What should you use to host the model?
A. zure Kubernetes Service (AKS)
B. zure Container Instances
C. Kubernetes cluster hosted in an Azure Stack Hub integrated system
D. he Docker Engine
View answer
Correct Answer: C
Question #19
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
View answer
Correct Answer: B
Question #20
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution.After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen.You have an Azure 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 migrate to a Cognitive Search service that uses a higher tier. Does this meet the goal?
A. Yes
B. No
View answer
Correct Answer: A
Question #21
You are building a solution that will detect anomalies in sensor data from the previous 24 hours.You need to ensure that the solution scans the entire dataset, at the same time, for anomalies.Which type of detection should you use?
A. batch
B. streaming
C. change points
View answer
Correct Answer: A
Question #22
You have an Azure Cognitive Search solution and a collection of blog posts that include a category field.You need to index the posts. The solution must meet the following requirements:•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, sortable, and retrievable
B. searchable, facetable, and retrievable
C. retrievable, filterable, and sortable
D. retrievable, facetable, and key
View answer
Correct Answer: C
Question #23
Which Azure Storage service implements the key/value model?
A. Azure Files
B. Azure Blob
C. Azure Table
D. Azure Queue
View answer
Correct Answer: C
Question #24
You have an app named App1 that uses an Azure Cognitive Services model to identify anomalies in a time series data stream.You need to run App1 in a location that has limited connectivity. The solution must minimize costs.What should you use to host the model?
A. Azure Kubernetes Service (AKS)
B. Azure Container Instances
C. a Kubernetes cluster hosted in an Azure Stack Hub integrated system
D. the Docker Engine
View answer
Correct Answer: D
Question #25
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 databaseYou need to ensure that you can search alt the data by using the Azure Al Search REST API. What should you do?
A. igrate the data in HR to Azure Blob storage
B. xport the data in Finance to Azure Data Lake Storage
C. ngest the data in Logs into Azure Data Explorer
D. ngest the data in Logs into Azure Sentine1
View answer
Correct Answer: B
Question #26
You are developing a new sales system that will process the video and text from a public-facing website. You plan to notify users that their data has been processed by the sales system.Which responsible AI principle does this help meet?
A. transparency
B. fairness
C. inclusiveness
D. reliability and safety
View answer
Correct Answer: A
Question #27
You are building a solution that will detect anomalies in sensor data from the previous 24 hours.You need to ensure that the solution scans the entire dataset, at the same time, for anomalies.Which type of detection should you use?
A. batch
B. streaming
C. change points
View answer
Correct Answer: A
Question #28
You are developing an application that will use Azure Cognitive Search for internal documents. You need to implement document-level filtering for Azure Cognitive Search. Which three actions should you include in the solution? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point. Your documents must include a field specifying which groups have access. This information becomes the filter criteria against which documents are selected or rejected from the result set returned to the issuer. D: A query request targets the documents collection of a single index on a search service. CF: In order to trim documents based on group_ids access, you should issue a search query with a group_ids/any(g:search.in(g, 'group_id1, group_id2,...')) filter, where 'group_id1, group_id2,...' are the groups to which the search request issuer belongs. https://docs.microsoft.com/en-us/azure/search/search-security-trimming-for-azure-search
A. Send Azure AD access tokens with the search request
B. Retrieve all the groups
C. Retrieve the group memberships of the user
D. Add allowed groups to each index entry
E. Create one index per group
F. Supply the groups as a filter for the search requests
View answer
Correct Answer: CDF
Question #29
You have an app named App1 that uses an Azure Cognitive Services model to identify anomalies in a time series data stream.You need to run App1 in a location that has limited connectivity. The solution must minimize costs.What should you use to host the model?
A. Azure Kubernetes Service (AKS)
B. Azure Container Instances
C. a Kubernetes cluster hosted in an Azure Stack Hub integrated system
D. the Docker Engine
View answer
Correct Answer: D
Question #30
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? Scenario: When the response confidence score is low, ensure that the chatbot can provide other response options to the customers. When no good match is found by the ranker, the confidence score of 0.0 or 'None' is returned and the default response is 'No good match found in the KB'. You can override this default response in the bot or application code calling the endpoint. Alternately, you can also set the override response in Azure and this changes the default for all knowledge bases deployed in a particular QnA Maker service. Choosing Ranker type: By default, QnA Maker searches through questions and answers. If you want to search through questions only, to generate an answer, use the RankerType=QuestionOnly in the POST body of the GenerateAnswer request. https://docs.microsoft.com/en-us/azure/cognitive-services/qnamaker/concepts/best-practices
A. QnADialogResponseOptions
B. Qna MakerOptions-ScoreThreshold
C. Qna Maker Op t ions StrickFilters
D. QnaMakerOptions
View answer
Correct Answer: D
Question #31
You have an Azure subscription that contain an Azure OpenAI resource named AI1.You build a chatbot that uses AI1 to provide generation answers to specific questions.You need to ensure that the chatbot checks all input output for objectionable content.Which types of resource should you create first?
A. zure AI Content Safety
B. zure Machine Learning
C. og Analytics
D. icrosoft Defender Threat intelligence (Defender TI)
View answer
Correct Answer: A
Question #32
You build a bot by using the Microsoft Bot Framework SDK and the Azure Bot Service.You plan to deploy the bot to Azure.You register the bot by using the Bot Channels Registration service.Which two values are required to complete the deployment? Each correct answer presents part of the solution.NOTE: Each correct selection is worth one point.
A. botld
B. tenancld
C. appld
D. objeccld
E. appSecrec
View answer
Correct Answer: CE

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