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The Azure IoT Handbook

You're reading from  The Azure IoT Handbook

Product type Book
Published in Dec 2023
Publisher Packt
ISBN-13 9781837633616
Pages 248 pages
Edition 1st Edition
Languages
Author (1):
Dan Clark Dan Clark
Profile icon Dan Clark

Table of Contents (18) Chapters

Preface 1. Part 1: Capturing Data from Remote Devices
2. Chapter 1: An Introduction to the IoT 3. Chapter 2: Exploring the IoT Hub Service 4. Chapter 3: Provisioning Devices with the Device Provisioning Service 5. Chapter 4: Exploring Device Management and Monitoring 6. Chapter 5: Securing IoT Systems 7. Part 2: Processing the Data
8. Chapter 6: Creating Message Routing 9. Chapter 7: Exploring Azure Stream Analytics 10. Chapter 8: Investigating IoT Data with Azure Data Explorer 11. Chapter 9: Exploring IoT Edge Computing 12. Part 3: Processing the Data
13. Chapter 10: Visualizing Streaming Data in Power BI 14. Chapter 11: Integrating Machine Learning 15. Chapter 12: Responding to Device Events 16. Index 17. Other Books You May Enjoy

Integrating Machine Learning

In today’s digital age, the fusion of machine learning (ML) and IoT technologies has paved the way for groundbreaking innovations across various industries. This chapter delves into the fundamental concepts that underpin this powerful combination, offering you a comprehensive understanding of ML.

We will embark on a journey through the realms of data-driven decision-making, exploring how the seamless integration of these technologies can revolutionize the way we approach real-world challenges. With hands-on experience in mind, we’ll also walk through a practical laboratory exercise, where you will have the opportunity to create a predictive maintenance system—an excellent showcase of how the synergy between ML and IoT can transform businesses and drive innovation.

In this chapter, we will cover the following topics:

  • Understanding ML basics
  • What are Azure artificial intelligence (AI) and ML services?
  • Exploring ML...
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