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Microsoft AI-200 Exam Syllabus Topics:

SectionWeightObjectives
Develop AI solutions using Azure data services30%- Implement vector-enabled databases
  • 1. Azure Database for PostgreSQL with pgvector extension
  • 2. Azure Cosmos DB for NoSQL with vector search
  • 3. Azure Managed Redis for caching, streaming, and vector storage
- Design and optimize data access and retrieval
  • 1. Implement hybrid search and retrieval patterns
  • 2. Indexing strategies, query optimization, and consistency models
Integrate backend services and build event-driven architectures25%- Implement messaging and event systems
  • 1. Azure Service Bus for reliable messaging
  • 2. Connect services and expose APIs securely
  • 3. Azure Event Grid for event-driven processing
- Build serverless APIs and workflows
  • 1. Orchestrate AI pipelines and workflows
  • 2. Azure Functions for AI integration and processing
Develop containerized AI solutions on Azure25%- Implement container hosting environments
  • 1. Deploy to Azure Container Apps and Azure Kubernetes Service (AKS)
  • 2. Azure Container Registry: store, version, manage images
  • 3. Configure scaling, networking, and security for containers
- Monitor and troubleshoot containerized workloads
  • 1. Manage configurations and secrets for containers
  • 2. Log analysis, health checks, and performance monitoring
Secure, monitor, and optimize AI solutions20%- Implement observability and reliability
  • 1. Optimize performance, cost, and scalability
  • 2. OpenTelemetry and Azure Monitor integration
  • 3. Logging, metrics, and distributed tracing
- Manage security and configuration
  • 1. App Configuration for dynamic settings
  • 2. Azure Key Vault for secrets, keys, and certificates
  • 3. Managed identities and access control

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Microsoft Developing AI Cloud Solutions on Azure Sample Questions (Q98-Q103):

NEW QUESTION # 98
An AI platform uses App Configuration for feature flags and endpoint routing.
The platform stores secrets alongside configuration data and does NOT support dynamic refresh.
The solution must support dynamic configuration refresh while ensuring that secrets are NOT stored in App Configuration.
You need to enable secure dynamic configuration management for the platform.
Which three actions should you perform? Each correct answer presents part of the solution.
NOTE: Each correct selection is worth one point.

Answer: A,B,E

Explanation:
[A]
Setting up a cache expiration or polling interval enables the application to detect configuration changes periodically without restarting, fulfilling the requirement for dynamic refresh.
[B]
Using Azure Managed Identities eliminates hardcoded credentials. It allows your application to securely authenticate to both Azure App Configuration and Azure Key Vault.
[C]
Moving API keys to Azure Key Vault adheres to security best practices. Azure App Configuration can reference these secrets securely using Key Vault references, ensuring secrets are never stored as plaintext in the configuration store.
Reference:
https://smartbridge.com/azure-ai-foundry-enterprise-guide-2/


NEW QUESTION # 99
You need to secure an Azure OpenAI resource so that it is only reachable from your virtual network and not from the public internet. What should you configure?

Answer: B


NEW QUESTION # 100
Hotspot Question
You have an Azure Service Bus namespace that contains a topic named Topic1.
You plan to create a subscription named Sub1 to Topic1. In Sub1, you plan to filter messages from Topic1 based on their system properties and apply an action that will annotate each filtered message.
You need to configure the filtering.
How should you configure the filtering? To answer, select the appropriate options in the answer area.
NOTE: Each correct selection is worth one point.

Answer:

Explanation:

Explanation:
Box 1: Use the SQL type.
To achieve this goal, you must use a SQL filter (also known as a SqlFilter) type Box 2: Copy a message and annotate its metadata.
The correct filtering action to use is to copy a message and annotate its metadata.
When an action is applied (such as setting a new property or modifying an existing one via SQL filter actions), Azure Service Bus creates a copy of the inbound message for the subscription and annotates the copy's metadata.
Reference:
https://turbo360.com/blog/azure-service-bus-topic-filter


NEW QUESTION # 101
You are developing several microservices to run on Azure Container Apps.
The microservices must allow HTTPS access by using a custom domain.
You need to configure the custom domain in Azure Container Apps.
In which order should you perform the actions? To answer, move all actions from the list of actions to the answer area and arrange them in the correct order.

Answer:

Explanation:

Explanation:

Verified Answer: 1) Enable ingress; 2) add the required DNS records; 3) validate ownership of the custom domain; 4) add the custom domain to the Container App; 5) bind the certificate.
Detailed Explanation: A custom HTTPS hostname requires an ingress endpoint, DNS proof that the requester controls the hostname, the hostname association itself, and a TLS certificate bound to that hostname.
DNS records must exist before ownership validation can succeed. Once ownership is validated, the domain can be associated with the Container App and the certificate can be bound to provide HTTPS. Skipping ingress or DNS validation would prevent the hostname from being correctly routed and secured.
Study Guide Alignment: Containerized Azure workloads: registry builds, App Service containers, Container Apps revision/scaling behavior, and AKS deployment choices.
Official Microsoft Learn References: AI-200 Study Guide | Custom domains and certificates in Container Apps


NEW QUESTION # 102
You are developing a Java application to be deployed in Azure. The application stores sensitive data in Azure Cosmos DB.
You need to configure Always Encrypted to encrypt the sensitive data inside the application.
What should you do first?

Answer: B

Explanation:
Detailed Explanation: For Cosmos DB Always Encrypted, the key hierarchy starts with a customer-managed key held in Azure Key Vault. The data encryption key used by the client is protected by that customer- managed key. Microsoft's setup sequence therefore begins by preparing Key Vault and the CMK before creating DEKs or an encryption policy. Creating a managed identity, a container policy, or a DEK can be necessary later, but none precedes establishing the CMK that protects the client-side encryption key material.
Study Guide Alignment: AI data-management workloads: Cosmos DB, PostgreSQL, caching, vector storage, vector retrieval, consistency, and connection optimization.
Official Microsoft Learn References: AI-200 Study Guide | Always Encrypted for Azure Cosmos DB


NEW QUESTION # 103
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