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