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| Section | Weight | Objectives |
|---|---|---|
| Implement an agentic solution | 5-10% | - Test, deploy, and optimize agents - Understand agent use cases and types - Build agents with Microsoft Foundry Agent Service - Develop multi-agent workflows and orchestration |
| Implement computer vision solutions | 10-15% | - Extract text and handwriting from images - Analyze images and detect objects/features - Build and deploy custom vision models - Integrate vision capabilities into applications - Process and index video content |
| Plan and manage an Azure AI solution | 20-25% | - Create and configure Azure AI resources - Select appropriate Microsoft Foundry Services - Plan solutions aligned with responsible AI principles - Monitor, optimize, and secure AI solutions - Choose services for generative AI, computer vision, NLP, speech, information extraction, knowledge mining - Select suitable AI models |
| Implement knowledge mining and information extraction solutions | 15-20% | - Build knowledge bases and search indexes - Ingest and process structured/unstructured data - Extract entities, relationships, and key phrases - Implement intelligent search and retrieval |
| Implement natural language processing solutions | 15-20% | - Perform text analysis, sentiment detection, and language detection - Customize and deploy NLP models - Build conversational AI and chatbots - Implement translation and summarization |
| Implement generative AI solutions | 15-20% | - Integrate Azure OpenAI and other generative models - Orchestrate multiple models and containers - Apply prompt engineering and fine-tuning - Deploy and manage generative models - Implement model monitoring and feedback |
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NEW QUESTION # 121
You have 100 chatbots that each has its own Language Understanding model.
Frequently, you must add the same phrases to each model.
You need to programmatically update the Language Understanding models to include the new phrases.
How should you complete the code? To answer, drag the appropriate values to the correct targets. Each value may be used once, more than once, or not at all. You may need to drag the split bar between panes or scroll to view content.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Reference:
https://docs.microsoft.com/en-us/azure/cognitive-services/luis/client-libraries-rest-api
NEW QUESTION # 122
Hotspot Question
You are building a call handling system that will perform the following actions:
- Accept incoming voicemails in French.
- Convert voicemails from French to English.
Which Azure AI Speech SDK class should you use for each action? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
Box 1: AudioConfig
If you want to specify the audio input device, then you need to create an AudioConfig class instance and provide the audioConfig parameter when initializing TranslationRecognizer.
If you want to provide an audio file instead of using a microphone, you still need to provide an audioConfig parameter.
Box 2: TranslationRecognizer
* TranslationRecognizer
Initialize a translation recognizer
After you created a SpeechTranslationConfig instance, the next step is to initialize TranslationRecognizer. When you initialize TranslationRecognizer, you need to pass it your speechTranslationConfig instance. The configuration object provides the credentials that the Speech service requires to validate your request.
Reference:
https://learn.microsoft.com/en-us/azure/ai-services/speech-service/how-to-translate-speech
NEW QUESTION # 123
You train a Custom Vision model used in a mobile app.
You receive 1,000 new images that do not have any associated data.
You need to use the images to retrain the model. The solution must minimize how long it takes to retrain the model.
Which three actions should you perform in the Custom Vision portal? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order.
Answer:
Explanation:
1 - upload all the images
2 - Get suggested tags
3 - Review the suggestions and confirm the tags
Reference:
https://docs.microsoft.com/en-us/azure/cognitive-services/custom-vision-service/suggested-tags
NEW QUESTION # 124
You are planning the product creation project.
You need to recommend a process for analyzing videos.
Which four actions should you perform in sequence? To answer, move the appropriate actions from the list of actions to the answer area and arrange them in the correct order. (Choose four.)
Answer:
Explanation:
Explanation
Scenario: All videos must have transcripts that are associated to the video and included in product descriptions.
Product descriptions, transcripts, and all text must be available in English, Spanish, and Portuguese.
Step 1: Upload the video to blob storage
Given a video or audio file, the file is first dropped into a Blob Storage. T Step 2: Index the video by using the Video Indexer API.
When a video is indexed, Video Indexer produces the JSON content that contains details of the specified video insights. The insights include: transcripts, OCRs, faces, topics, blocks, etc.
Step 3: Extract the transcript from the Video Indexer API.
Step 4: Translate the transcript by using the Translator API.
Reference:
https://azure.microsoft.com/en-us/blog/get-video-insights-in-even-more-languages/
https://docs.microsoft.com/en-us/azure/media-services/video-indexer/video-indexer-output-json-v2
NEW QUESTION # 125
You successfully run the following HTTP request.
POST https://management.azure.com/subscriptions/18c51a87-3a69-47a8-aedc-a54745f708a1/resourceGroups
/RG1/providers/Microsoft.CognitiveServices/accounts/contosol/regenerateKey?api-version=2017-04-18 Body{ " keyName " : " Key2 " } What is the result of the request?
Answer: D
Explanation:
The HTTP request provided is:
POST https://management.azure.com/subscriptions/18c51a87-3a69-47a8-aedc- a54745f708a1/resourceGroups
/RG1/providers/Microsoft.CognitiveServices/accounts/contosol/regenerateKey?api-version=2017-04-18 Body { " keyName " : " Key2 " }
* The request is made against the Azure Cognitive Services Management API ( Microsoft.
CognitiveServices/accounts/.../regenerateKey ).
* The regenerateKey operation is specifically designed to regenerate one of the two subscription keys used to authenticate Cognitive Services API calls.
* Cognitive Services resources always have two keys: Key1 (primary) and Key2 (secondary).
* This design allows key rotation without downtime: you can regenerate one key while using the other in production.
Key Observations: Body Payload: { " keyName " : " Key2 " }
* This explicitly tells Azure to regenerate Key2 (the secondary subscription key).
* After the call, the secondary subscription key value changes, while Key1 (primary) remains unaffected.
* A. A key for Azure Cognitive Services was generated in Azure Key Vault
* Incorrect. The operation is not integrated with Key Vault; it only regenerates Cognitive Services subscription keys.
* B. A new query key was generated
* Incorrect. Query keys are related to Azure Cognitive Search (not general Cognitive Services).
* The request clearly targets CognitiveServices/accounts.
* C. The primary subscription key and the secondary subscription key were rotated
* Incorrect. The request regenerates only the specified key, not both.
* D. The secondary subscription key was reset
* Correct. The payload specifies " Key2 " , so only the secondary subscription key is regenerated.
Option Analysis
The Answer: D. The secondary subscription key was reset
* Azure REST API - Cognitive Services regenerate key
* Authenticate requests to Azure AI services with keys and endpoint
* Manage Cognitive Services keys (key1/key2)
Microsoft References
NEW QUESTION # 126
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