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NEW QUESTION # 86
Verifying that machine learning models do NOT show racial or gender bias is an example of which Microsoft responsible AI principle?
Answer: C
Explanation:
Fairness and inclusiveness in Azure Machine Learning: The fairness assessment component of the Responsible AI dashboard enables data scientists and developers to assess model fairness across sensitive groups defined in terms of gender, ethnicity, age, and other characteristics.
Reference:
https://learn.microsoft.com/en-us/azure/machine-learning/concept-responsible-ai?view=azureml-api-2
NEW QUESTION # 87
What should you use to compare benchmark metrics of different AI models?
Answer: B
Explanation:
To compare benchmark metrics across Azure AI models, navigate to the Azure AI Foundry portal, explore the model catalog, and use the benchmarking tools to assess model performance. You can then compare these metrics to choose the most suitable model for your needs.
Reference:
https://learn.microsoft.com/en-us/azure/ai-foundry/how-to/benchmark-model-in-catalog
NEW QUESTION # 88
You have a Microsoft Foundry project that contains a vision-enabled model deployment.
You need to develop an application that sends a message containing text and an image URL.
The solution must ensure the quickest response time.
Which message structure should you include in the request?
Answer: B
Explanation:
To achieve the fastest possible response time in Microsoft Foundry/Azure AI, you must combine the text prompt and image URL into a single user message, utilizing a system message for instructions, and opting for a low-latency model like gpt-4o-mini.
Sending separate requests or splitting the text and image into different messages increases network overhead and conversation context length, both of which add unnecessary latency.
Note:
1. Required Message Structure
You should include both a system message and a custom user message in your API request payload:
System Message: Use this to define the context, guardrails, and explicit format requirements. It sets up the model behavior before the image is even processed, optimizing processing efficiency.
User Message (Custom Message): This is where you pass your text prompt and the actual image reference.
2. Request Handling: Single vs. Separate Requests
You must send the text item and the image item in the same single request.
Reference:
https://techcommunity.microsoft.com/blog/azure-ai-foundry-blog/transitioning-from-azure-language-features-to-foundry-models/4524092
NEW QUESTION # 89
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:
NEW QUESTION # 90
Hotspot Question
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:
NEW QUESTION # 91
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