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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Implement Computer Vision Solutions | 15-20% | - Implement object detection and image classification - Read and process documents using Azure AI Document Intelligence - Implement Azure AI Face service - Analyze images using Azure AI Vision - Process video and generate insights |
| Topic 2: Implement Decision Support Solutions | 10-15% | - Design and implement decision automation - Integrate Azure AI services into applications - Monitor and optimize decision support solutions |
| Topic 3: Implement Natural Language Processing Solutions | 20-25% | - Translate text and speech - Analyze text using Azure AI Language - Implement speech capabilities using Azure AI Speech - Build question answering solutions - Create conversational AI solutions with Azure AI Bot Service |
| Topic 4: Implement Knowledge Mining and Document Intelligence Solutions | 15-20% | - Implement Azure AI Search solutions - Design document processing pipelines - Create custom skills for Azure AI Search - Implement semantic and vector search |
| Topic 5: Implement Generative AI Solutions | 10-15% | - Use Azure OpenAI Service for generative AI - Integrate Azure OpenAI models into applications - Implement prompt engineering techniques - Apply responsible AI practices |
| Topic 6: Plan and Manage an Azure AI Solution | 15-20% | - Manage AI costs and resource allocation - Plan and configure secure AI solutions - Select appropriate Azure AI services and technologies - Implement governance and compliance for AI solutions |
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NEW QUESTION # 391
You are building a social media messaging app.
You need to identify in real time the language used in messages.
Which SDK package should you install?
Answer: B
Explanation:
https://learn.microsoft.com/en-us/dotnet/api/azure.ai.translation.text.detectedlanguage
https://learn.microsoft.com/en-us/azure/ai-services/speech-service/language-identification
https://learn.microsoft.com/en-us/azure/ai-services/translator/text-translation/quickstart/client-library-sdk
NEW QUESTION # 392
Select the answer that correctly completes the sentence.
Answer:
Explanation:
Explanation
NEW QUESTION # 393
You use the Custom Vision service to build a classifier.
After training is complete, you need to evaluate the classifier.
Which two metrics are available for review? Each correct answer presents a complete solution. (Choose two.) NOTE: Each correct selection is worth one point.
Answer: B,D
Explanation:
The question is about evaluating a Custom Vision classifier after training.
When you train an image classifier in Azure Custom Vision, the service automatically calculates performance metrics to help you evaluate the quality of the model.
* Precision:
* The percentage of correct positive predictions out of all positive predictions made.
* Formula: Precision = TP / (TP + FP)
* Helps determine how reliable positive predictions are.
* Recall:
* The percentage of actual positives that were correctly predicted.
* Formula: Recall = TP / (TP + FN)
* Helps determine how many of the true positives were captured.
Metrics Provided by Custom Vision:These two metrics are explicitly shown in the Custom Vision portal and via API.
* A. Recall
* Yes, Custom Vision reports recall.
* Correct
* B. F-score
* Not directly reported in the Custom Vision portal.
* Although it can be derived from precision and recall, it is not provided as a direct metric.
* Incorrect
* C. Weighted accuracy
* Not reported by Custom Vision.
* Incorrect
* D. Precision
* Yes, Custom Vision reports precision.
* Correct
* E. Area under the curve (AUC)
* Not reported by Custom Vision.
* More common in ROC curve analysis, not part of Custom Vision output.
* Incorrect
Option Analysis
The answer: A. recall, D. precision
* Evaluate the prediction performance of your classifier in Custom Vision
* Custom Vision training and evaluation
NEW QUESTION # 394
You are designing a conversation flow to be used in a chatbot.
You need to test the conversation flow by using the Microsoft Bot Framework Emulator.
How should you complete the .chat file? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Reference:
https://docs.microsoft.com/en-us/azure/bot-service/bot-builder-howto-add-media-attachments?view=azure-bot-service-4.0&tabs=csharp
NEW QUESTION # 395
Select the answer that correctly completes the sentence.
Answer:
Explanation:
Explanation:
In relational database systems such as Microsoft SQL Server or Azure SQL Database, the following definitions apply:
* Stored Procedure:A stored procedure is a precompiled block of Transact-SQL (T-SQL) code stored in the database. It can contain control-of-flow statements, queries, and business logic. When executed, it runs as a single unit within the database engine. This matches the definition of "a block of code that runs in a database."
* Table:A table is a structured set of rows and columns used to store data, not a block of executable code.
* View:A view is a virtual table based on the result of a SQL query. It is used for abstraction and simplification of queries, not for executing code blocks.
* Index:An index is a database structure that improves the speed of data retrieval. It is not executable code.
Thus, the only option that correctly describes "a block of code that runs in a database" is a stored procedure.
The answer: A stored procedure
* Stored Procedures (Database Engine)
* Azure SQL Database - Stored procedures overview
* SQL Server Views
* SQL Server Tables
* SQL Server Indexes
Microsoft References
NEW QUESTION # 396
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