AI-200: Develop AI cloud solutions on Azure

Ohjelma

Päivä 1

Kurssin olennainen sisältö

Learning Path 1: Implement container application hosting on Azure

  • Store and manage containers in Azure Container Registry
  • Deploy containers to Azure App Service

Learning Path 2: Deploy and manage apps on Azure Container Apps

  • Deploy containers to Azure Container Apps
  • Learning Path 3: Deploy and monitor applications on Azure Kubernetes Service
  • Deploy applications to Azure Kubernetes Service
  • Configure applications on Azure Kubernetes Service
  • Monitor and troubleshoot applications on Azure Kubernetes Service

Learning Path 4: Develop AI solutions with Azure Cosmos DB for NoSQL

  • Build queries for Azure Cosmos DB for NoSQL
  • Implement vector search on Azure Cosmos DB for NoSQL
  • Optimize query performance for Azure Cosmos DB for NoSQL

Learning Path 5: Develop AI solutions with Azure Database for PostgreSQL

  • Build and query with Azure Database for PostgreSQL
  • Implement vector search with Azure Database for PostgreSQL
  • Optimize vector search in Azure Database for PostgreSQL

Learning Path 6: Enhance AI solutions with Azure Managed Redis

  • Implement data operations in Azure Managed Redis
  • Implement event messaging with Azure Managed Redis
  • Implement vector storage in Azure Managed Redis

Learning Path 7: Integrate backend services for AI solutions

  • Queue and process AI operations with Azure Service Bus
  • Develop event-driven AI workflows with Azure Event Grid
  • Build serverless AI backends with Azure Functions

Learning Path 8: Manage application secrets and configuration for AI solutions

  • Manage application secrets with Azure Key Vault
  • Manage application settings with Azure App Configuration
  • Learning Path 9: Observe and troubleshoot apps on Azure
  • Instrument an app with OpenTelemetry
  • Analyze app telemetry with logs and metrics