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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Implement Generative AI Solutions | 10-15% | - Integrate Azure OpenAI models into applications - Use Azure OpenAI Service for generative AI - Implement prompt engineering techniques - Apply responsible AI practices |
| Topic 2: Implement Natural Language Processing Solutions | 20-25% | - Build question answering solutions - Create conversational AI solutions with Azure AI Bot Service - Translate text and speech - Implement speech capabilities using Azure AI Speech - Analyze text using Azure AI Language |
| Topic 3: Plan and Manage an Azure AI Solution | 15-20% | - Implement governance and compliance for AI solutions - Plan and configure secure AI solutions - Select appropriate Azure AI services and technologies - Manage AI costs and resource allocation |
| Topic 4: Implement Decision Support Solutions | 10-15% | - Integrate Azure AI services into applications - Monitor and optimize decision support solutions - Design and implement decision automation |
| Topic 5: Implement Computer Vision Solutions | 15-20% | - Process video and generate insights - Analyze images using Azure AI Vision - Read and process documents using Azure AI Document Intelligence - Implement Azure AI Face service - Implement object detection and image classification |
| Topic 6: Implement Knowledge Mining and Document Intelligence Solutions | 15-20% | - Create custom skills for Azure AI Search - Implement semantic and vector search - Implement Azure AI Search solutions - Design document processing pipelines |
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147. Frage
You are developing an application that includes language translation.
The application will translate text retrieved by using a function named get_text_to_be_translated. The text can be in one of many languages. The content of the text must remain within the Americas Azure geography.
You need to develop code to translate the text to a single language.
How should you complete the code? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Antwort:
Begründung:
Explanation:
The constraint states that the content of the text must remain within the Americas Azure geography.
* "api.cognitive.microsofttranslator.com": This is the global endpoint, which doesn't guarantee data residency in a specific geography.
* "api-apc.cognitive.microsofttranslator.com": This endpoint refers to the Asia Pacific geography.
* "api-nam.cognitive.microsofttranslator.com": This endpoint refers to the North and South America (NAM) geography.
Therefore, to meet the data residency requirement for the Americas, you must select "api-nam.cognitive.
microsofttranslator.com".
The requirement is to translate the text to a single language. The input text can be in "one of many languages," meaning the source language isn't fixed and should be detected automatically. The language to translate to is implied to be English (en) based on the options available and common translation scenarios.
* "/translate?from=en": This is incorrect because it specifies the source language as English, which contradicts the "text can be in one of many languages" requirement (implying automatic source language detection).
* "/translate?suggestedFrom=en": This is not the standard way to initiate a translation request and seems to suggest a source language, which is unnecessary if auto-detection is desired/possible.
* "/translate?to=en": This is the correct and standard way to request a translation where the source language is automatically detected, and the target language is English (en). This fulfills the translation requirement.
* "/detect?to=en" / "/detect?from=en": These endpoints are used for language detection and not for the translation itself. The prompt explicitly asks to develop code to translate the text.
148. Frage
You are developing an application that includes language translation.
The application will translate text retrieved by using a function named get_text_to_be_translated. The text can be in one of many languages. The content of the text must remain within the Americas Azure geography.
You need to develop code to translate the text to a single language.
How should you complete the code? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Antwort:
Begründung:
149. Frage
You are examining the Text Analytics 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 Text Analytics API is used to analyze the text?
Antwort: D
150. Frage
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. (Choose two.) NOTE: Each correct selection is worth one point.
Antwort: C,E
Begründung:
Comprehensive Detailed Explanation
The question focuses on monitoring a public-facing sales system that processes video and text, ensuring that the system provides equitable results regardless of user location or background.
Two Microsoft Responsible AI principles apply directly here:
Fairness
AI systems should treat all people fairly and avoid bias.
Monitoring ensures that outcomes do not disadvantage people based on location, background, or demographics.
This directly addresses the requirement for equitable results.
Inclusiveness
AI systems should empower everyone and engage people of all backgrounds.
Monitoring for inclusiveness ensures that the system works well across different regions, languages, and cultures, making the system accessible and beneficial for all users.
Why not the other options?
A). Transparency
Important for explaining how AI systems work, but does not directly address equitable results across demographics.
D). Reliability and safety
Focuses on consistent and safe system operation, not equity across users.
E). Privacy and security
Critical for data protection, but not related to equitable treatment of users.
The Answer:
B). fairness
C). inclusiveness
Microsoft References
Microsoft Responsible AI Principles
Fairness in AI systems
Inclusiveness in AI systems
151. Frage
You have a bot that was built by using the Microsoft Bot Framework composer as shown in the following exhibit.
Use the drop-down menus 10 select the answer choice that completes each statement based on the information presented in the graphic.
NOTE: Each correct selection is worth one point.
Antwort:
Begründung:
Explanation:
152. Frage
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