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Module 1: Whiteboard Design Session - Predictive Maintenance for remote field devices

Lessons

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

Module 2: Hands-on Lab - Predictive Maintenance for remote field devices

Lessons

  • Configuring IoT Central with devices and metadata
  • Run the Rod Pump Simulator
  • Creating a device set
  • Creating a useful dashboard
  • Create an Event Hub and continuously export data from IoT Central
  • Use Azure Databricks and Azure Machine Learning service to train and deploy predictive model
  • Create an Azure Function to predict pump failure

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Microsoft
105 Training Set
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