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Hands-On Edge Analytics with Azure IoT

Hands-On Edge Analytics with Azure IoT

By : Colin Dow
4.7 (3)
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Hands-On Edge Analytics with Azure IoT

Hands-On Edge Analytics with Azure IoT

4.7 (3)
By: Colin Dow

Overview of this book

Edge analytics has gained attention as the IoT model for connected devices rises in popularity. This guide will give you insights into edge analytics as a data analysis model, and help you understand why it’s gaining momentum. You'll begin with the key concepts and components used in an edge analytics app. Moving ahead, you'll delve into communication protocols to understand how sensors send their data to computers or microcontrollers. Next, the book will demonstrate how to design modern edge analytics apps that take advantage of the processing power of modern single-board computers and microcontrollers. Later, you'll explore Microsoft Azure IoT Edge, MicroPython, and the OpenCV visual recognition library. As you progress, you'll cover techniques for processing AI functionalities from the server side to the sensory side of IoT. You'll even get hands-on with designing a smart doorbell system using the technologies you’ve learned. To remove vulnerabilities in the overall edge analytics architecture, you'll discover ways to overcome security and privacy challenges. Finally, you'll use tools to audit and perform real-time monitoring of incoming data and generate alerts for the infrastructure. By the end of this book, you'll have learned how to use edge analytics programming techniques and be able to implement automated analytical computations.
Table of Contents (15 chapters)
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1
Section 1: Getting Started with Edge Analytics
5
Section 2: Understanding Edge Analytics Technologies
11
Section 3: The Road Ahead

Communications Protocols Used in Edge Analytics

One part of an IoT or edge analytics application is the connection to the internet. The other part is the connection of our edge device to the sensors. In this chapter, we will explore ways to connect our edge device to the internet. We will look at some of the long-distance technologies as well as the familiar Wi-Fi protocol. In our exploration of Wi-Fi, we will gain an understanding of the RF spectrum and where different communication protocols fit into this spectrum. As well, we will take a look at Bluetooth and how we may use it in our applications.

In this chapter, we will cover the following:

  • Wi-Fi communication for edge analytics
  • Bluetooth for edge analytics communication
  • Cellular technologies for edge analytics communication
  • Long-distance communication using LoRa and Sigfox for edge analytics
...
CONTINUE READING
83
Tech Concepts
36
Programming languages
73
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