Microsoft Cloud Workshop: Innovate and modernize apps with Data and AI (40577) – Outline

Detailed Course Outline

Module 1: Whiteboard Design Session - Innovate and modernize apps with Data and AI Lessons

  • Review the customer case study
  • Design a proof of concept solution
  • Present the solution

Module 2: Hands-On Lab - Innovate and modernize apps with Data and AI Lessons

  • Deploy a factory load simulator
  • Use Azure Machine Learning to train and register a predictive maintenance model
  • Create an Azure Function to send event telemetry to Cosmos DB
  • Enrich event telemetry with predictive maintenance results
  • Enrich event telemetry with automated anomaly detection
  • Send scored telemetry data to PostgreSQL
  • Modernize services logic to use event sourcing and CQRS
  • View the factory status in a Power BI report