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| Section | Weight | Objectives |
|---|---|---|
| Implement natural language processing solutions | 15-20% | - Customize and deploy NLP models - Implement translation and summarization - Build conversational AI and chatbots - Perform text analysis, sentiment detection, and language detection |
| Plan and manage an Azure AI solution | 20-25% | - Select suitable AI models - Create and configure Azure AI resources - Select appropriate Microsoft Foundry Services - Choose services for generative AI, computer vision, NLP, speech, information extraction, knowledge mining - Plan solutions aligned with responsible AI principles - Monitor, optimize, and secure AI solutions |
| 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 an agentic solution | 5-10% | - Develop multi-agent workflows and orchestration - Understand agent use cases and types - Test, deploy, and optimize agents - Build agents with Microsoft Foundry Agent Service |
| Implement generative AI solutions | 15-20% | - Integrate Azure OpenAI and other generative models - Orchestrate multiple models and containers - Apply prompt engineering and fine-tuning - Implement model monitoring and feedback - Deploy and manage generative models |
| Implement computer vision solutions | 10-15% | - Analyze images and detect objects/features - Integrate vision capabilities into applications - Build and deploy custom vision models - Extract text and handwriting from images - Process and index video content |
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NEW QUESTION # 188
You have an Azure subscription that contains a multi-service Azure AI Translator resource named Translator1.
You are building an app that will translate text and documents by using Translator1.
You need to create the REST API request for the app.
Which headers should you include in the request?
Answer: A
Explanation:
https://learn.microsoft.com/en-us/azure/ai-services/translator/reference/v3-0-reference When you use a multi-service secret key, you must include two authentication headers with your request. There are two headers that you need to call the Translator.
Ocp-Apim-Subscription-Key The value is the Azure secret key for your multi-service resource.
Ocp-Apim-Subscription-Region The value is the region of the multi-service resource.
Region is required for the multi-service Text API subscription. The region you select is the only region that you can use for text translation when using the multi-service key. It must be the same region you selected when you signed up for your multi-service subscription through the Azure portal.
NEW QUESTION # 189
You develop an application that uses the Face API.
You need to add multiple images to a person group.
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:
Comprehensive Detailed ExplanationYou're adding multiple images for each person into a PersonGroup using the Face API SDK.
* File.OpenRead(imagePath) returns a Stream, so the using declaration must declare Stream t = File.
OpenRead(imagePath).
* To upload an image from a stream to a person in a person group, callfaceClient.PersonGroupPerson.
AddFaceFromStreamAsync(personGroupId, personId, t);
Putting it together:
Parallel.For(0, PersonCount, async i =>
{
Guid personId = persons[i].PersonId;
string personImageDir = $"/path/to/person/{i}/images";
foreach (string imagePath in Directory.GetFiles(personImageDir, "*.jpg"))
{
using (Stream t = File.OpenRead(imagePath))
{
await faceClient.PersonGroupPerson.AddFaceFromStreamAsync(
personGroupId, personId, t);
}
}
});
This loops the images for each person, opens each as a stream, and adds the face to the specified person in the person group.
* Microsoft Docs - Face API: Add a face to a person (AddFaceFromStreamAsync, AddFaceFromUrlAsync) in PersonGroupPerson operations.https://learn.microsoft.com/azure/ai-services
/face/ (see SDK/PersonGroupPerson methods)
* .NET File.OpenRead returns Stream.https://learn.microsoft.com/dotnet/api/system.io.file.openread References
NEW QUESTION # 190
You are building an app that will scan confidential documents and use the Language service to analyze the contents.
You provision an Azure Cognitive Services resource.
You need to ensure that the app can make requests to the Language service endpoint. The solution must ensure that confidential documents remain on-premises.
Which three 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.
Answer:
Explanation:
Explanation
NEW QUESTION # 191
You are building a chatbot by using the Microsoft Bot Framework Composer. You have the dialog design shown in the following exhibit.
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:
Comprehensive Detailed ExplanationThe screenshot shows a Bot Framework Composer dialog that collects user input:
* user.name is an entity.
* False.
* user.name is a property in bot state (a variable), not an entity.
* Entities are part of LUIS/NLU models (e.g., PersonName, DateTime).
* The dialog asks for a user name and a user age and assigns appropriate values to the user.name and user.
age properties.
* True.
* The dialog explicitly has:
* A Bot Asks (Text) step # assigns user's response to user.name.
* A Bot Asks (Number) step # assigns response to user.age.
* So the values are stored in those properties.
* The chatbot attempts to take the first non-null entity value for userName or personName and assigns the value to user.name.
* True.
* On the right-hand side, the Value expression is:
* =coalesce(@userName, @personName)
* coalesce returns the first non-null value.
* This means if userName entity is available, it is used; otherwise, personName is used.
* That result is assigned to user.name.
Correct Answers:
* No
* Yes
* Yes
* Bot Framework Composer - Manage variables and properties
* Bot Framework Composer - Recognizers and entities
* Coalesce function in Composer expressions
Microsoft References
NEW QUESTION # 192
You have data saved in the following format.
Which format was used?
Answer: D
NEW QUESTION # 193
......
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