2025/November Latest Braindump2go AI-102 Exam Dumps with PDF and VCE Free Updated Today! Following are some new Braindump2go AI-102 Real Exam Questions!
QUESTION 303
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. custom text classification
B. entity linking
C. custom Named Entity Recognition (NER)
D. key phrase extraction
Answer: C
QUESTION 304
You have an Azure subscription that contains an Azure App Service app named App1.
You provision a multi-service Azure AI Services resource named CSAccount1.
You need to configure App1 to access CSAccount1. The solution must minimize administrative 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
Answer: D
QUESTION 305
You have an Azure subscription that contains a multi-service Azure AI Translator 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 access control request, the content type, and the content length
B. the subscription key and the client trace ID
C. the resource ID and the content language
D. the subscription key, the subscription region, and the content type
Answer: D
Explanation:
https://learn.microsoft.com/en-us/azure/ai-services/translator/reference/v3-0-reference
When you use a multi-service secret key, you must include two authentication headers with your request. There are two headers that you need to call the Translator.
Ocp-Apim-Subscription-Key The value is the Azure secret key for your multi-service resource.
Ocp-Apim-Subscription-Region The value is the region of the multi-service resource.
Region is required for the multi-service Text API subscription. The region you select is the only region that you can use for text translation when using the multi-service key. It must be the same region you selected when you signed up for your multi-service subscription through the Azure portal.
QUESTION 306
You have a file share that contains 5,000 images of scanned invoices.
You need to analyze the images. The solution must extract the following data:
– Invoice items
– Sales amounts
– Customer details
What should you use?
A. Custom Vision
B. Azure AI Computer Vision
C. Azure AI Immersive Reader
D. Azure AI Document Intelligence
Answer: D
QUESTION 307
You are developing an app that will use the text-to-speech capability of the Azure AI Speech service. The app will be used in motor vehicles.
You need to optimize the quality of the synthesized voice output.
Which Speech Synthesis Markup Language (SSML) attribute should you configure?
A. the style attribute of the mstts:express-as element
B. the effect attribute of the voice element
C. the pitch attribute of the prosody element
D. the level attribute of the emphasis element
Answer: B
Explanation:
Optimize the auditory experience when providing high-fidelity speech in cars, buses, and other enclosed automobiles.
https://learn.microsoft.com/en-us/azure/ai-services/speech-service/speech-synthesis-markup-voice:
QUESTION 308
You are designing a content management system.
You need to ensure that the reading experience is optimized for users who have reduced comprehension and learning differences, such as dyslexia. The solution must minimize development effort.
Which Azure service should you include in the solution?
A. Azure AI Immersive Reader
B. Azure AI Translator
C. Azure AI Document Intelligence
D. Azure AI Language
Answer: A
Explanation:
https://learn.microsoft.com/en-us/azure/ai-services/immersive-reader/overview
QUESTION 309
You have an Azure AI service model named Model1 that identifies the intent of text input.
You develop a Python app named App1.
You need to configure App1 to use Model1.
Which package should you add to App1?
A. azure-cognitiveservices-language-textanalytics
B. azure-ai-language-conversations
C. azure-mgmt-cognitiveservices
D. azure-cognitiveservices-speech
Answer: B
Explanation:
Conversation App: It’s used in extracting intents and entities in conversations.
https://pypi.org/project/azure-ai-language-conversations/
QUESTION 310
Hotspot Question
You are building a chatbot.
You need to use the Content Moderator API to identify aggressive and sexually explicit language.
Which three settings should you configure? To answer, select the appropriate settings in the answer area.
NOTE: Each correct selection is worth one point.
Answer: 
QUESTION 311
Hotspot Question
You are developing a text processing solution.
You have the function shown below.
For the second argument, you call the function and specify the following string.
Our tour of Paris included a visit to the Eiffel Tower
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
Answer: 
QUESTION 312
Hotspot Question
You are developing a text processing solution.
You develop the following method.
You call the method by using the following code.
get_key_phrases(text_analytics_client, “the cat sat on the mat”)
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.
Answer: 
Explanation:
https://learn.microsoft.com/en-us/azure/ai-services/language-service/key-phrase-extraction/quickstart?pivots=programming-language-csharp
QUESTION 313
Hotspot Question
You are developing a service that records lectures given in English (United Kingdom).
You have a method named append_to_transcript_file that takes translated text and a language identifier.
You need to develop code that will provide transcripts of the lectures to attendees in their respective language. The supported languages are English, French, Spanish, and German.
How should you complete the code? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer: 
QUESTION 314
Hotspot Question
You are building an app that will answer customer calls about the status of an order. The app will query a database for the order details and provide the customers with a spoken response.
You need to identify which Azure AI service APIs to use. The solution must minimize development effort.
Which object should you use for each requirement? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer: 
Explanation:
https://learn.microsoft.com/en-us/azure/ai-services/speech-service/get-started-speech-to-text?tabs=windows%2Cterminal&pivots=programming-language-csharp
https://learn.microsoft.com/en-us/azure/ai-services/speech-service/how-to-speech-synthesis?tabs=browserjs%2Cterminal&pivots=programming-language-csharp
QUESTION 315
Hotspot Question
You are building an app that will automatically translate speech from English to French, German, and Spanish by using Azure AI service.
You need to define the output languages and configure the Azure AI Speech service.
How should you complete the code? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer: 
QUESTION 316
Drag and Drop Question
You plan to implement an Azure AI Search resource that will use custom skill based on sentiment analysis.
You need to create a custom model and configure Azure AI Search use the model.
Which five 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.
Answer: 
Explanation:
https://learn.microsoft.com/en-us/training/modules/build-azure-machine-learn-custom-skill-for-azure-cognitive-search/03-enrich-search-index-use-model
QUESTION 317
Hotspot Question
You have a collection of press releases stored as PDF files.
You need to extract text from the files and perform sentiment analysis.
Which service should you use for each task? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer: 
QUESTION 318
You have the following data sources:
– Finance: On-premises Microsoft SQL Server database
– Sales: Azure Cosmos DB using the Core (SQL) API
– Logs: Azure Table storage
– HR: Azure SQL database
You need to ensure that you can search all the data by using the Azure AI Search REST API.
What should you do?
A. Export the data in Finance to Azure Data Lake Storage.
B. Configure multiple read replicas for the data in Sales.
C. Ingest the data in Logs into Azure Data Explorer.
D. Migrate the data in HR to Azure Blob storage.
Answer: A
QUESTION 319
You have an app named App1 that uses a custom Azure AI Document Intelligence model to recognize contract documents.
You need to ensure that the model supports an additional contract format. The solution must minimize development effort.
What should you do?
A. Lower the confidence score threshold of App1.
B. Create a new training set and add the additional contract format to the new training set. Create and train a new custom model.
C. Add the additional contract format to the existing training set. Retrain the model.
D. Lower the accuracy threshold of App1.
Answer: C
QUESTION 320
You are building an app named App1 that will use Azure AI Document Intelligence to extract the following data from scanned documents:
– Shipping address
– Billing address
– Customer ID
– Amount due
– Due date
– Total tax
– Subtotal
You need to identify which model to use for App1. The solution must minimize development effort.
Which model should you use?
A. custom extraction model
B. contract
C. invoice
D. general document
Answer: C
Explanation:
https://learn.microsoft.com/en-us/azure/ai-services/document-intelligence/concept-invoice?view=doc-intel-4.0.0#field-extraction
QUESTION 321
Hotspot Question
You plan to provision Azure AI Services resources by using the following method.
You need to create a Standard tier resource that will convert scanned receipts into text.
How should you call the method? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer: 
QUESTION 326
You have an Azure subscription. The subscription contains an Azure OpenAI resource that hosts a GPT-4 model named Model1 and an app named App1. App1 uses Model1.
You need to ensure that App1 will NOT return answers that include hate speech.
What should you configure for Model1?
A. the Frequency penalty parameter
B. abuse monitoring
C. a content filter
D. the Temperature parameter
Answer: C
Explanation:
https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/content-filter?tabs=warning%2Cpython
QUESTION 327
You have an Azure subscription. The subscription contains an Azure OpenAI resource that hosts a GPT-3.5 Turbo model named Model1.
You configure Model1 to use the following system message: “You are an AI assistant that helps 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
Answer: D
QUESTION 328
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?
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.
Answer: D
QUESTION 329
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 must minimize 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).
Answer: BC
QUESTION 338
You are developing a method that uses the Azure AI Vision client library. The method will perform optical character recognition (OCR) in images. The method has the following code.
During testing, you discover that the call to the get_read_result method occurs before the read operation is complete.
You need to prevent the get_read_result method from proceeding until the read operation is complete.
Which two actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.
A. Remove the operation_id parameter.
B. Add code to verify the read_results.status value.
C. Add code to verify the status of the read_operation_location value.
D. Wrap the call to get_read_result within a loop that contains a delay.
Answer: BD
QUESTION 339
Hotspot Question
You are developing an app that will use the Azure AI Vision API to analyze an image.
You need configure the request that will be used by the app to identify whether an image is clipart or a line drawing.
How should you complete the request? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer: 
QUESTION 340
You are building an internet-based training solution. The solution requires that a user’s camera and microphone remain enabled.
You need to monitor a video stream of the user and verify that the user is alone and is not collaborating with another user. The solution must minimize development effort.
What should you include in the solution?
A. speech-to-text in the Azure AI Speech service
B. object detection in Azure AI Custom Vision
C. Spatial Analysis in Azure AI Vision
D. object detection in Azure AI Custom Vision
Answer: C
Explanation:
https://learn.microsoft.com/en-us/azure/ai-services/computer-vision/intro-to-spatial-analysis-public-preview?tabs=sa
QUESTION 341
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?
A. Azure AI Language
B. Azure AI Speech
C. Azure AI Services
D. Azure AI Content Safety
Answer: C
QUESTION 342
Hotspot Question
You are building an app that will automatically translate speech from English to French, German, and Spanish by using Azure AI service.
You need to define the output languages and configure the Azure AI Speech service.
How should you complete the code? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer: 
QUESTION 343
You are building an Azure AI Language Understanding solution.
You discover that many intents have similar utterances containing airport names or airport codes.
You need to minimize the number of utterances used to train the model.
Which type of custom entity should you use?
A. Pattern.any
B. machine-learning
C. regular expression
D. list
Answer: A
Explanation:
https://learn.microsoft.com/en-us/azure/ai-services/luis/concepts/patterns-features#patternany-entity
QUESTION 344
You have the following data sources:
– Finance: On-premises Microsoft SQL Server database
– Sales: Azure Cosmos DB using the Core (SQL) API
– Logs: Azure Table storage
– HR: Azure SQL database
You need to ensure that you can search all the data by using the Azure AI Search REST API.
What should you do?
A. Migrate the data in HR to Azure Blob storage.
B. Migrate the data in HR to the on-premises SQL server.
C. Export the data in Finance to Azure Data Lake Storage.
D. Migrate the data in Sales to the MongoDB API.
Answer: C
Explanation:
To search across multiple data sources using Azure AI Search, all data needs to be accessible to the Azure Search service. The on-premises Finance data (hosted in Microsoft SQL Server) cannot be directly indexed by Azure Cognitive Search because it is on-premises. The best approach is to mirror Finance to an Azure SQL database, which can be indexed by Azure Cognitive Search alongside the other Azure-hosted data sources (Sales, Logs, and HR).
QUESTION 345
You are building an app that will process scanned expense claims and extract and label the following data:
– Merchant information
– Time of transaction
– Date of transaction
– Taxes paid
– Total cost
You need to recommend an Azure AI Document Intelligence model for the app. The solution must minimize development effort.
What should you use?
A. the prebuilt Read model
B. a custom template model
C. a custom neural model
D. the prebuilt receipt model
Answer: D
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