Book Image

Hands-On Edge Analytics with Azure IoT

By : Colin Dow
Book Image

Hands-On Edge Analytics with Azure IoT

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)
1
Section 1: Getting Started with Edge Analytics
5
Section 2: Understanding Edge Analytics Technologies
11
Section 3: The Road Ahead

Introduction to Edge Analytics

Everything old is new again! The rise of the personal computer (PC) in the 1980s and 1990s led to a revolution in computing. Instead of so-called dumb terminals connected to a large computer, many computers were connected in a network, spreading the processing power around. Edge analytics is like the personal computer revolution, but for IoT (Internet of Things) devices. We will start this chapter by comparing edge analytics to the computer revolution before we discuss the advantages of using edge analytics in an IoT application. We will look at the basic edge analytics architecture, as well as introduce the Microsoft Azure IoT Edge platform.

This chapter will cover the following topics:

  • What is edge analytics?
  • Applying and comparing architectures
  • Key benefits of edge analytics
  • Edge analytics architectures
  • Using edge analytics in the real world
  • ...