HOTSPOT -
You have an app named App1 that uses Azure AI Document Intelligence to analyze medical records and provide pharmaceutical dosage recommendations for patients.
You send a request to App1 and receive the following response.
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
No
Explanation: The model used is a prebuilt US health insurance card model, which is not intended for analyzing full medical records or supporting dosage recommendations. The recognized text words have confidence scores above 0.70. No form fields were extracted (fields object is empty), so form elements were not recognized with greater than 70% confidence.
Question 60
You have an Azure subscription that contains an Azure App Service app named App1.
You provision a multi-service Azure Cognitive 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
Show Answer
Correct Answer: D
Explanation: To minimize administrative effort, Azure Cognitive Services can be accessed directly using its endpoint URI and subscription key, which are provided by default when the resource is created. This requires no additional identity configuration, certificates, RBAC assignments, or token acquisition logic. Other options involve more complex setup or are not standard for Cognitive Services authentication in this context.
Question 62
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
Show Answer
Correct Answer: C
Explanation: To recognize company-specific product names and codenames with minimal development effort, you need a service that can be trained on your own domain terms. Custom Named Entity Recognition (NER) lets you define and train custom entity types (e.g., products, codenames) so the chatbot can reliably detect them in user input. The other options do not provide tailored entity recognition for proprietary names.
Question 64
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 are building a chatbot that will use question answering in Azure Cognitive Service for Language.
You have a PDF named Doc1.pdf that contains a product catalogue and a price list.
You upload Doc1.pdf and train the model.
During testing, users report that the chatbot responds correctly to the following question: What is the price of
A. Yes
B. No
Show Answer
Correct Answer: B
Explanation: The scenario indicates the chatbot already answers correctly after training on the PDF. Adding alternative phrasing is an improvement action, not required to meet the stated goal. Therefore the correct choice is No.
Question 66
HOTSPOT
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You have an Azure subscription.
You need to create a new resource that will generate fictional stories in response to user prompts. The solution must ensure that the resource uses a customer-managed key to protect data.
How should you complete the script? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Show Answer
Correct Answer: OpenAI
--encryption
Explanation: Fictional story generation requires Azure OpenAI, which is created using kind OpenAI. Customer-managed keys for data protection are configured by supplying Key Vault details through the --encryption parameter during resource creation.
Question 68
You have an Azure subscription that contains an Azure AI Service resource named CSAccount1 and a virtual network named VNet1. CSAaccount1 is connected to VNet1.
You need to ensure that only specific resources can access CSAccount1. The solution must meet the following requirements:
• Prevent external access to CSAccount1.
• Minimize administrative effort.
Which two actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct answer is worth one point.
A. In VNet1, enable a service endpoint for CSAccount1.
B. In CSAccount1, configure the Access control (IAM) settings.
C. In VNet1, modify the virtual network settings.
D. In VNet1, create a virtual subnet.
E. In CSAccount1, modify the virtual network settings.
Show Answer
Correct Answer: A, E
Explanation: To prevent external access while minimizing administrative effort, you should use network-based restrictions. Enabling a service endpoint in VNet1 allows secure, private connectivity from the virtual network to the Azure AI Service over the Azure backbone. Then, modifying the virtual network settings on CSAccount1 lets you restrict access to selected virtual networks/subnets only, blocking public internet access. IAM controls manage identity authorization but do not prevent network-level external access, so they are insufficient for this requirement.
Question 69
HOTSPOT
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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.
Explanation: Azure Speech Translation expects target languages as BCP-47 language codes (French, German, Spanish → fr, de, es). Speech translation uses the TranslationRecognizer, not intent, speaker, or synthesis recognizers.
Question 70
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.
Show Answer
Correct Answer: C
Explanation: To maximize accuracy for a transactional chatbot like travel reservations, you should reduce randomness in the model’s output. Setting the Temperature parameter to 0 makes the model deterministic, meaning it consistently selects the most likely tokens rather than generating creative or variable responses. This improves consistency and reduces the chance of made-up or imprecise answers. The other options do not directly control model randomness or are not natively supported without additional architectures (such as RAG).
Question 71
You are building a solution in Azure that will use Azure Cognitive Service for Language to process sensitive customer data.
You need to ensure that only specific Azure processes can access the Language service. The solution must minimize administrative effort.
What should you include in the solution?
A. IPsec rules
B. Azure Application Gateway
C. a virtual network gateway
D. virtual network rules
Show Answer
Correct Answer: D
Explanation: Azure Cognitive Services support virtual network rules (private endpoints/service endpoints) to restrict access so only resources within approved VNets can reach the Language service. This directly limits access to specific Azure processes, enhances security for sensitive data, and requires minimal administrative overhead compared to gateways or IPsec configurations.
Question 72
HOTSPOT
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You have an Azure subscription that contains an Azure OpenAI resource named AI1.
You build a chatbot that will use AI1 to provide generative answers to specific questions.
You need to ensure that the responses are more creative and less deterministic.
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: assistant
temperature
Explanation: To make responses more creative and less deterministic, increase the temperature parameter. The assistant role represents the model’s generated responses in the conversation context.
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