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Hands-On Edge Analytics with Azure IoT

You're reading from   Hands-On Edge Analytics with Azure IoT Design and develop IoT applications with edge analytical solutions including Azure IoT Edge

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Product type Paperback
Published in May 2020
Publisher Packt
ISBN-13 9781838829902
Length 262 pages
Edition 1st Edition
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Author (1):
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Colin Dow Colin Dow
Author Profile Icon Colin Dow
Colin Dow
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Table of Contents (15) Chapters Close

Preface 1. Section 1: Getting Started with Edge Analytics
2. Introduction to Edge Analytics FREE CHAPTER 3. How Does IoT Edge Analytics Work? 4. Communications Protocols Used in Edge Analytics 5. Section 2: Understanding Edge Analytics Technologies
6. Working with Microsoft Azure IoT Hub 7. Using the Raspberry Pi with Azure IoT Edge 8. Using MicroPython for Edge Analytics 9. Machine Learning and Edge Analytics 10. Designing a Smart Doorbell with Visual Recognition 11. Section 3: The Road Ahead
12. Security and Privacy in an Edge Analytics World 13. What Next? 14. Other Books You May Enjoy

Summary

In this chapter, we looked at the power of combining edge analytics with machine learning. With edge analytics, the latency and reliability of machine learning algorithms are much improved. We looked at how pushing machine learning processing onto the edge improves an application such as an automated security door application, where having a reduced latency is critical.

We then did a practical vision recognition example where our program was able to distinguish a human face from the face of a dog. We looked at the power of the current crop of camera-based microcontrollers by programming it to decode the payload on a QR code. We finished this chapter by taking a brief look at what Microsoft offers for machine learning on the edge.

What you do with the knowledge gained from this chapter is up to you. Maybe you own or know someone who owns a small security firm and may be...

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