Analyze images in real-time with machine learning, Azure IoT Hub and Azure Stream Analytics

Beginner
Developer
Data Scientist
Azure
Power BI
IoT Hub
Functions
SQL Database
Stream Analytics
Cognitive Services

Analyze streaming data with a machine learning model and visualize the output.

In this module, you will:

  • Create an Azure Storage account and an IoT hub and use a Node.js app to connect them to a simulated camera
  • Use Azure Stream Analytics to run queries on live streams to analyze input and an Azure Function to return output
  • Use Microsoft Cognitive Services to train an image classification model and call the model from an app or service
  • Connect Power BI to an Azure SQL database and visualize data from the database

Prerequisites

  • An Azure subscription
  • Basic knowledge of Azure services, the Azure portal, and the Azure CLI tools
  • Familiarity with Node.js
  • Power BI Desktop