HOTSPOT
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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.
Explanation: Azure AI Document Intelligence extracts structured fields such as times and required texts from lesson plan documents. Immersive Reader can analyze text and automatically display pictures for commonly used words or phrases, minimizing development effort.
Question 48
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
Show Answer
Correct Answer: D
Explanation: The app needs to extract common receipt fields such as merchant name, transaction date/time, taxes, and total with minimal development effort. Azure AI Document Intelligence provides a prebuilt receipt model that is specifically trained to extract and label exactly these fields out of the box, eliminating the need to train or customize a model. Other options would require more setup or training and are not optimized for receipts.
Question 49
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.
Show Answer
Correct Answer: C
Explanation: Azure AI Search can index data from Azure-native data sources (such as Azure SQL Database, Azure Cosmos DB Core API, Azure Table Storage, and Azure Blob/Data Lake Storage) using built-in indexers. Among the listed sources, the Finance data is in an on‑premises SQL Server, which Azure AI Search cannot access directly. To make it searchable, that data must be moved into an Azure-supported storage service. Exporting the Finance data to Azure Data Lake Storage (which is based on Azure Blob Storage) makes it accessible to Azure AI Search indexers. The other options either migrate data that is already supported or change APIs unnecessarily.
Question 52
HOTSPOT
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You plan to provision Azure Cognitive 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.
Show Answer
Correct Answer: FormRecognizer
"S0", "eastus"
Explanation: Converting scanned receipts to text requires Azure AI Document Intelligence (formerly Form Recognizer). The Standard pricing tier is S0, and the valid Azure region is eastus.
Question 53
HOTSPOT
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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.
Show Answer
Correct Answer: languages = ('fr', 'de', 'es')
TranslationRecognizer
Explanation: Target languages must be specified using language codes for French, German, and Spanish. Speech translation requires using the TranslationRecognizer to produce translated text results.
Question 54
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
Show Answer
Correct Answer: C
Explanation: The predefined Invoice model in Azure AI Document Intelligence is designed to extract common invoice fields such as billing and shipping addresses, customer ID, amount due, due date, subtotal, and total tax. Using it avoids training and customization, minimizing development effort compared to custom or general models.
Question 55
HOTSPOT
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You are developing an application that will use the Azure AI 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.
Show Answer
Correct Answer: No
Yes
Yes
Explanation: Only tags and descriptions are requested; no face features are enabled. The loop prints each tag with its confidence. The image is opened from a local file path using Python file I/O.
Question 56
HOTSPOT
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You have an Azure subscription that contains an Azure OpenAI resource named AI1.
You plan to develop a console app that will answer user questions.
You need to call AI1 and output the results to the console.
How should you complete the code? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Explanation: Use the Completions API to generate a text answer from the deployed Azure OpenAI model, then output the text of the first completion choice to the console.
Question 57
HOTSPOT
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You have an Azure subscription that contains an Azure OpenAI resource named AI1.
You plan to develop a console app that will answer user questions.
You need to call AI1 and output the results to the console.
How should you complete the code? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Explanation: A console Q&A app requires a text-based model response. ChatCompletion is used to generate conversational answers, and the returned text is accessed from the first choice in the response object.
Question 58
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.
Show Answer
Correct Answer: C
Explanation: To support an additional contract format with minimal development effort, extend the existing training set with samples of the new format and retrain the current custom model. This leverages prior training and avoids creating and validating a brand-new model. Adjusting thresholds would not add format support.
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