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| Section | Objectives |
|---|---|
| Topic 1: Implement Natural Language Processing Solutions | - Implement question answering and conversational AI - Analyze text using Azure AI Language - Translate and interpret language using Azure AI services |
| Topic 2: Implement Generative AI Solutions | - Implement Azure OpenAI Service solutions - Integrate prompt engineering techniques - Build retrieval-augmented generation (RAG) solutions |
| Topic 3: Implement Knowledge Mining and Document Intelligence | - Build Azure AI Search solutions - Enrich and index data for search scenarios - Implement document intelligence solutions |
| Topic 4: Implement Computer Vision Solutions | - Extract information using OCR and form recognition - Implement custom vision models - Analyze images and videos using Azure AI Vision |
| Topic 5: Plan and Manage an Azure AI Solution | - Plan solution requirements and architecture - Manage security, compliance, and responsible AI - Select appropriate Azure AI services |
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NEW QUESTION # 204
You have a custom analyzer named analyzer1 that performs the following functions
* The transcription of video content
* The extraction of key frames from videos
You run the following command.
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:
Explanation:
The POST request starts an asynchronous analysis job for video01.mp4. Yes You use the URL in the Operation-Location header to poll and retrieve the results . Yes The POST does not return the full transcript/key frames in the response body (only 202 Accepted). No When you invoke a custom analyzer in Azure AI Content Understanding using the analyzers/{analyzerId} endpoint with API version 2024-12-01-preview , the service runs as a long-running operation. The initial response is 202 Accepted and includes an Operation-Location header pointing to the results URL. You then GET that URL to check status and, once complete, obtain outputs (for a video analyzer, this includes transcription and key frames because those capabilities are part of the analyzer definition). The header Ocp- Apim-Subscription-Key is valid for this API.
Microsoft References
* Quickstart (REST): asynchronous analyze call returns 202 with Operation-Location ; poll to get results.
Microsoft Learn
* What's new: API version 2024-12-01-preview . Microsoft Learn
* Prebuilt video analyzer functions (transcript + key frames). Custom analyzers inherit configured tasks.
Microsoft Learn
* REST API surface: Get Result and related operations for analyzers. Microsoft Learn
* Security header definition ( Ocp-Apim-Subscription-Key ). Microsoft Learn
NEW QUESTION # 205
Hotspot Question
You have a chatbot.
You need to ensure that the bot conversation resets if a user fails to respond for 10 minutes.
How should you complete the code? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
https://learn.microsoft.com/en-us/azure/bot-service/bot-builder-howto-expire- conversation?view=azure-bot-service-4.0&tabs=python#user-interaction-expiration
# Notify the user that the conversation is being restarted.
- await turn_context.send_activity(
# Clear state.
- await self.conversation_state.clear_state(turn_context)
NEW QUESTION # 206
You need to create a new resource that will be used to perform sentiment analysis and optical character recognition (OCR). The solution must meet the following requirements:
Use a single key and endpoint to access multiple services.
Consolidate billing for future services that you might use.
Support the use of Computer Vision in the future.
How should you complete the HTTP request to create the new resource? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
Box 1: PUT
Sample Request: PUT https://management.azure.com/subscriptions/00000000-0000-0000-0000-000000000000/resourceGroups/test-rg/providers/Microsoft.DeviceUpdate/accounts/contoso?api-version=2020-03-01-preview Incorrect Answers:
PATCH is for updates.
Box 2: CognitiveServices
Microsoft Azure Cognitive Services provide us to use its pre-trained models for various Business Problems related to Machine Learning.
List of Different Services are:
Decision
Language (includes sentiment analysis)
Speech
Vision (includes OCR)
Web Search
Reference:
https://docs.microsoft.com/en-us/rest/api/deviceupdate/resourcemanager/accounts/create
https://www.analyticsvidhya.com/blog/2020/12/microsoft-azure-cognitive-services-api-for-ai-development/
NEW QUESTION # 207
You build a custom Form Recognizer model.
You receive sample files to use for training the model as shown in the following table.
Which three files can you use to train the model? Each correct answer presents a complete solution. (Choose three.) NOTE: Each correct selection is worth one point.
Answer: B,E,F
Explanation:
Input requirements
Form Recognizer works on input documents that meet these requirements:
Format must be JPG, PNG, PDF (text or scanned), or TIFF. Text-embedded PDFs are best because there's no possibility of error in character extraction and location.
File size must be less than 50 MB.
Reference:
https://docs.microsoft.com/en-us/azure/cognitive-services/form-recognizer/overview
NEW QUESTION # 208
You have a collection of Microsoft Word documents and PowerPoint presentations in German.
You need to create a solution to translate the file to French. The solution must meet the following requirements:
* Preserve the original formatting of the files.
* Support the use of s custom glossary.
You create a blob container for German files and a blob container for French files. You upload the original files to the container for German files.
Which three actions should you perform in sequence actions from the list of actions to the answer area and arrange them in the correct order.
Answer:
Explanation:
Explanation
NEW QUESTION # 209
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