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| Section | Weight | Objectives |
|---|---|---|
| Implement Knowledge Mining and Document Intelligence Solutions | 15-20% | - Implement semantic and vector search - Design document processing pipelines - Create custom skills for Azure AI Search - Implement Azure AI Search solutions |
| Implement Computer Vision Solutions | 15-20% | - Implement Azure AI Face service - Implement object detection and image classification - Read and process documents using Azure AI Document Intelligence - Analyze images using Azure AI Vision - Process video and generate insights |
| Plan and Manage an Azure AI Solution | 15-20% | - Plan and configure secure AI solutions - Select appropriate Azure AI services and technologies - Manage AI costs and resource allocation - Implement governance and compliance for AI solutions |
| Implement Natural Language Processing Solutions | 20-25% | - Create conversational AI solutions with Azure AI Bot Service - Translate text and speech - Build question answering solutions - Analyze text using Azure AI Language - Implement speech capabilities using Azure AI Speech |
| Implement Decision Support Solutions | 10-15% | - Monitor and optimize decision support solutions - Integrate Azure AI services into applications - Design and implement decision automation |
| Implement Generative AI Solutions | 10-15% | - Apply responsible AI practices - Implement prompt engineering techniques - Integrate Azure OpenAI models into applications - Use Azure OpenAI Service for generative AI |
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NEW QUESTION # 251
You have 100,000 images.
You need to build an app that will perform the following actions:
* Identify road signs in the images and extract the text on the signs.
* Analyze the text to identify well-known locations.
The solution must minimize development effort.
What 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:
The app must:
* Identify road signs and extract text from images
* This is an OCR (Optical Character Recognition) task.
* Azure AI Vision provides OCR capabilities to detect and extract text from images (including road signs).
* Correct choice: Azure AI Vision.
* Analyze the text to identify well-known locations
* Once text is extracted, you need to detect if it refers to well-known places (e.g., cities, landmarks).
* This is a Named Entity Recognition (NER) problem.
* Azure AI Language service includes entity recognition for identifying locations, people, organizations, etc.
* Correct choice: Azure AI Language.
Other options:
* Azure AI Document Intelligence # Focused on structured documents (invoices, forms), not road signs.
* Azure AI Search # Useful for indexing and search, not text extraction or entity recognition.
Correct Answer Matrix:
* Extract the text # Azure AI Vision
* Identify well-known locations # Azure AI Language
* Azure AI Vision - OCR text extraction
* Azure AI Language - Named Entity Recognition (NER)
Microsoft References
NEW QUESTION # 252
You have a flow that you plan to deploy to Azure Machine Learning managed online endpoints for real-time inference.
You need to modify the YAML configuration file for the deployment to ensure that trace data and system metrics are collected and sent to an Application Insights resource named my-app-insights.
How should you modify the file? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
NEW QUESTION # 253
Note: This question is part of a series of questions that present the same scenario. Each question in the series contains a unique solution that might meet the stated goals. Some question sets might have more than one correct solution, while others might not have a correct solution.
After you answer a question in this section, you will NOT be able to return to it. As a result, these questions will not appear in the review screen.
You have an Azure Cognitive Search service.
During the past 12 months, query volume steadily increased.
You discover that some search query requests to the Cognitive Search service are being throttled.
You need to reduce the likelihood that search query requests are throttled.
Solution: You migrate to a Cognitive Search service that uses a higher tier.
Does this meet the goal?
Answer: A
Explanation:
You have an Azure Cognitive Search service. Query volume has increased, and some search requests are now being throttled. This means your current tier is no longer sufficient to handle the query traffic.
* Each Azure Cognitive Search pricing tier (Basic, Standard S1/S2/S3, Storage Optimized, etc.) provides different resource limits for queries per second (QPS), indexing throughput, and storage.
* Throttling occurs when query traffic exceeds the capacity limits of the current tier.
* Moving to a higher tier increases:
* The allowed query units (QUs),
* Maximum queries per second (QPS),
* and available compute resources.
* Therefore, migrating to a higher tier reduces the likelihood of throttling and supports the increased query volume.
* Simply adding replicas can help scale out query workloads, but the question specifically asks whether moving to a higher tier meets the goal-and it does.
* Using indexer scaling or adjusting query patterns might help, but they are not direct answers to the throttling caused by insufficient service tier capacity.
* Azure Cognitive Search service limits by tier
* Scale resources in Azure Cognitive Search
* Azure Cognitive Search pricing tiers
NEW QUESTION # 254
You are developing a service that records lectures given in English (United Kingdom).
You have a method named AppendToTranscriptFile that takes translated text and a language identifier.
You need to develop code that will provide transcripts of the lectures to attendees in their respective language. The supported languages are English, French, Spanish, and German.
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:
NEW QUESTION # 255
You are building an app by using the Speech SDK. The app will translate speech from French to German by using natural language processing.
You need to define the source language and the output language.
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:
NEW QUESTION # 256
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