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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Plan and manage an Azure AI solution | 20-25% | - Select suitable AI models - Choose services for generative AI, computer vision, NLP, speech, information extraction, knowledge mining - Monitor, optimize, and secure AI solutions - Create and configure Azure AI resources - Select appropriate Microsoft Foundry Services - Plan solutions aligned with responsible AI principles |
| Topic 2: Implement knowledge mining and information extraction solutions | 15-20% | - Implement intelligent search and retrieval - Ingest and process structured/unstructured data - Build knowledge bases and search indexes - Extract entities, relationships, and key phrases |
| Topic 3: Implement generative AI solutions | 15-20% | - Implement model monitoring and feedback - Deploy and manage generative models - Integrate Azure OpenAI and other generative models - Orchestrate multiple models and containers - Apply prompt engineering and fine-tuning |
| Topic 4: Implement computer vision solutions | 10-15% | - Extract text and handwriting from images - Analyze images and detect objects/features - Process and index video content - Build and deploy custom vision models - Integrate vision capabilities into applications |
| Topic 5: Implement an agentic solution | 5-10% | - Develop multi-agent workflows and orchestration - Build agents with Microsoft Foundry Agent Service - Understand agent use cases and types - Test, deploy, and optimize agents |
| Topic 6: Implement natural language processing solutions | 15-20% | - Implement translation and summarization - Perform text analysis, sentiment detection, and language detection - Customize and deploy NLP models - Build conversational AI and chatbots |
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NEW QUESTION # 327
Which statement is an example of Data Manipulation Language (DML)?
Answer: C
Explanation:
In SQL, commands are categorized into different language groups depending on their purpose:
* Data Manipulation Language (DML):
* Deals with manipulating the data stored in existing database objects.
* Includes:
* SELECT # query data
* INSERT # add new records
* UPDATE # modify existing records
* DELETE # remove records
* Therefore, UPDATE is a DML statement.
* Data Definition Language (DDL):
* Used to define and manage database schema objects (tables, indexes, schemas).
* Includes: CREATE, ALTER, DROP, TRUNCATE.
* Data Control Language (DCL):
* Used to control access and permissions.
* Includes: GRANT, REVOKE.
Now let's map the options:
* A. REVOKE # DCL (not DML).
* B. UPDATE # DML # (correct).
* C. DROP # DDL (removes database objects).
* D. CREATE # DDL (creates database objects).
The answer: B. UPDATE
* SQL Language Elements - DDL, DML, DCL
* UPDATE (Transact-SQL)
NEW QUESTION # 328
You have an Azure subscription
You need to create a new resource that will generate fictional stories in response to user prompts. The solution must ensure that the resource uses a customer-managed key to protect data.
How should you complete the script? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.
Answer:
Explanation:
Explanation:
NEW QUESTION # 329
You have a product support manual.
You need to build a product support chatbot based on the manual. The solution must minimize development effort and costs.
What should you use?
Answer: A
Explanation:
Azure OpenAI On Your Data makes it easier for developers to connect, ingest and ground their enterprise data to create personalized copilots (preview) rapidly. It enhances user comprehension, expedites task completion, improves operational efficiency, and aids decision- making.
Azure OpenAI On Your Data enables you to run advanced AI models such as GPT-35-Turbo and GPT-4 on your own enterprise data without needing to train or fine-tune models. You can chat on top of and analyze your data with greater accuracy. You can specify sources to support the responses based on the latest information available in your designated data sources.
Reference:
https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/use-your-data
NEW QUESTION # 330
You have an Azure subscription that contains an Azure OpenA1 resource named All.
You plan to develop a console app that will answer user questions.
You need to call All and output the results to the console.
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 # 331
You have an Azure subscription that contains an Azure Al Content Safety resource named Resource1.
You create the following cURL command.
For each of the following statements, select Yes if the statement is true. Otherwise, select No.
NOTE: Each correct selection is worth point.
Answer:
Explanation:
Explanation:
The text value must use JSON-formatted text. No
The command will analyze inputted text and identify whether the text contains published song lyrics. Yes The Ocp-Apim-Subscription-Key value must contain the ID of the Azure subscription that hosts Resource1.
No
Comprehensive Detailed Explanation
The cURL calls the Protected Material detection endpoint:
POST {endpoint}/contentsafety/text:detectProtectedMaterial?api-version=2024-09-01.
This API expects a JSON body with a text property whose value is a plain string (the content to check). The body is JSON, but the text value itself is not required to be "JSON-formatted text"; it's just ordinary text inside a JSON payload. Hence, statement 1 is No . Microsoft Learn The Protected Material (text) feature "flags any known text content ... such as song lyrics , articles, recipes, and selected web content." Therefore, this command will analyze the input and can identify whether it contains published song lyrics. Statement 2 is Yes .
Ocp-Apim-Subscription-Key is the API (resource) key used to authenticate requests to Azure AI services or APIs fronted by API Management. It is not the Azure subscription ID . Authentication guidance explicitly states the header carries a resource key or token; API Management documentation identifies Ocp-Apim- Subscription-Key as the subscription key header. Therefore, statement 3 is No .
Microsoft Azure AI References
Detect Text Protected Material - REST API (endpoint, request/response schema): Microsoft Learn Protected material detection (concepts; includes song lyrics examples): Microsoft Learn What's new in Azure AI Content Safety (mentions protected material detection for lyrics): Microsoft Learn Azure AI services authentication (resource key in headers): Microsoft Learn API Management subscriptions (meaning of Ocp-Apim-Subscription-Key): Microsoft Learn
NEW QUESTION # 332
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