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| Section | Weight | Objectives |
|---|
| Implement AI solutions by using Microsoft Foundry | 55-60% | - Work with models in Microsoft Foundry
- 1. Customize models with prompt engineering
- 2. Discover and deploy foundation models
- 3. Fine-tune models
- 4. Evaluate model performance and safety
- Implement AI solutions
- 1. Use code examples to call AI services
- 2. Monitor and manage AI solutions
- 3. Integrate AI services into applications
- 4. Implement single-agent solutions
- Get started with Microsoft Foundry
- 1. Create and configure a Foundry project
- 2. Navigate the Microsoft Foundry portal
- 3. Describe core features and use cases of Microsoft Foundry
|
| Identify AI concepts and responsibilities | 40-45% | - Identify AI concepts and features
- 1. Describe capabilities of computer vision
- 2. Describe types of AI workloads
- 3. Describe capabilities of machine learning
- 4. Describe characteristics of generative AI
- 5. Describe capabilities of natural language processing
- Describe principles of responsible AI
- 1. Describe inclusiveness considerations
- 2. Describe fairness considerations
- 3. Describe accountability considerations
- 4. Describe reliability and safety considerations
- 5. Describe transparency considerations
- 6. Describe privacy and security considerations
- Identify AI model components and configurations
- 1. Describe model deployment and consumption concepts
- 2. Describe data preparation for AI models
- 3. Describe model training and evaluation concepts
|
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Microsoft Azure AI Fundamentals Sample Questions (Q72-Q77):
NEW QUESTION # 72
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 # 73
For each of the following statements, select if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth one point.

Answer:
Explanation:


NEW QUESTION # 74
You have 100 instructional videos that do NOT contain any audio. Each instructional video has a script.
You need to generate a narration audio file for each video based on the script.
Which type of workload should you use?
- A. language modeling
- B. speech synthesis
- C. speech recognition
- D. translation
Answer: B
NEW QUESTION # 75
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 # 76
You have the following REST API request.

Which Azure OpenAI model should you use to process the request?
- A. GPT-4.1
- B. DALL-E
- C. Codex
- D. Whisper
Answer: B
Explanation:
The REST API request contains an image-generation style payload:
{
" prompt " : " A polar bear on the beach holding an icecream " ,
" size " : " 1024x1024 " ,
" n " : 1,
" style " : " vivid "
}
This request asks the model to generate an image from a text prompt. In Azure OpenAI, DALL-E models are used for image generation from natural language prompts.
Why the other options are incorrect:
B). Codex is associated with code generation tasks.
C). GPT-4.1 is primarily used for text/chat and multimodal reasoning, not this classic image-generation API payload.
D). Whisper is used for speech-to-text transcription.
NEW QUESTION # 77
......
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