Search icon
Subscription
0
Cart icon
Close icon
You have no products in your basket yet
Arrow left icon
All Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Newsletters
Free Learning
Arrow right icon
Hands-On Edge Analytics with Azure IoT
Hands-On Edge Analytics with Azure IoT

Hands-On Edge Analytics with Azure IoT: Design and develop IoT applications with edge analytical solutions including Azure IoT Edge

By Colin Dow
$15.99 per month
Book May 2020 262 pages 1st Edition
eBook
$29.99 $20.98
Print
$43.99
Subscription
$15.99 Monthly
eBook
$29.99 $20.98
Print
$43.99
Subscription
$15.99 Monthly

What do you get with a Packt Subscription?

Free for first 7 days. $15.99 p/m after that. Cancel any time!
Product feature icon Unlimited ad-free access to the largest independent learning library in tech. Access this title and thousands more!
Product feature icon 50+ new titles added per month, including many first-to-market concepts and exclusive early access to books as they are being written.
Product feature icon Innovative learning tools, including AI book assistants, code context explainers, and text-to-speech.
Product feature icon Thousands of reference materials covering every tech concept you need to stay up to date.
Subscribe now
View plans & pricing

Product Details


Publication date : May 21, 2020
Length 262 pages
Edition : 1st Edition
Language : English
ISBN-13 : 9781838829902
Vendor :
Microsoft
Category :
Concepts :
Table of content icon View table of contents Preview book icon Preview Book

Hands-On Edge Analytics with Azure IoT

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
  • ...

What is edge analytics?

In order to build on the statement that edge analytics is like the personal computer revolution, but for IoT devices, let's take a technological step back and look at the way application computing used to be done. We'll start by taking a customary look at early computers.

Early computers

Operators of early digital computers accessed the computer through paper punch cards, paper tape readout, blinking lights, and teletype machines adapted for computer use. By the mid-1960s, CRT (known as cathode ray tube) displays were used as displays in place of paper, allowing for better flexibility. CRT displays were the technology of television sets at the time. By the mid-1970s, dumb terminals using CRT...

Applying and comparing architectures

What are the advantages of using an edge analytics architecture over a standard IoT architecture? Why go with a more expensive and complicated edge analytics solution over a basic IoT one? To answer these questions, let's outline a potential business model and apply both architectures to it.

Let's suppose you are an entrepreneur and you introduce the world to an exciting new soft drink, Edge Cola. Business is growing swiftly and you roll out your new soft drink with high-tech vending machines. You've heard of IoT and wonder how it could work with your vending machines.

Would a standard IoT architecture work for your business, or should you look into edge analytics?

The standard IoT solution

...

Key benefits of edge analytics

As we have seen in the previous section, implementing edge analytics into our IoT design has advantages that outweigh the costs and complexity. However, before we can build an edge analytics system, we need to know what the key benefits are.

The following is a list of those benefits (note that these are the same key benefits as described in the Edge computing section):

  • Privacy
  • Latency
  • Reliability

Let's take a look at an example. In the following diagram, we have designed an advanced security application using an edge analytics architecture. As you can see, we have a Raspberry Pi connected to a webcam, automated door, and a light sensor:

Our advanced security application uses the webcam and Raspberry Pi to recognize a visitor trying to gain access to the building. Based on the match of our visitor with a repository of known visitors, our advanced...

Edge analytics architectures

As with any application we design, when the time comes to design an edge analytics application, it is good to explore the options available. We will start off this section looking at a basic edge analytics architecture—one that does not involve using a vendor-specific solution. We will then turn our attention to the Microsoft Azure IoT platform and Microsoft Azure IoT Edge.

Basic edge analytics architecture

By basic edge analytics architecture, I am referring to an environment where the platform is made up of just the core physical components—a system where a standard operating system with custom code is used in place of a platform such as Microsoft Azure IoT. Let's face it&...

Using edge analytics in the real world

As with any technology, it is easy to get excited by its possibilities. However, before dedicating time to learning a new technology, the real-world usages of it may be called into question. Is anyone or any organization using this technology today?

For the American company Mars Drinks, keeping their vending machines fully stocked is very important for retaining customers. Mars Drinks rolled out a Microsoft Azure IoT Edge solution for just that purpose.

Route optimization directs service experts in their day-to-day operations restocking the machines. Using data analyzed from the vending machines, a service route may be planned or modified based on individual machine inventory. This makes the day-to-day task of the service experts in charge of refilling the machines more efficient.

Historical weather information collected by the Azure platform...

Summary

In this chapter, we began by touching briefly on the various computing platforms. We described how the mainframe computer with accompanying dumb terminals was superseded in part by the rise of connected personal computers, and how this was similar to the difference between an IoT application and an edge analytics one. We discussed how edge analytics is really just an edge computing paradigm.

We then looked at the advantages of using edge analytics over a traditional IoT application. We described a scenario where a vending machine uses a standard IoT solution, and the challenges this type of approach has.

We also started looking at the Microsoft Azure IoT offering. We discussed Microsoft Azure IoT Edge and how this relates to Azure IoT.

We concluded the chapter with a cursory look at a real-world example of the Microsoft Azure IoT Edge platform. In the next chapter, we...

Questions

Having learned the lessons in this chapter, try answering the following questions on your own:

  1. True/False. Edge analytics is about processing data at the sensory level.
  2. True/False. The first IoT device was a vending machine built by graduate students at CMU.
  3. How many computers did Thomas Watson say the world would ever need?
  4. What are the three key benefits of edge analytics to be understood?
  5. True/False. The automated door used in our security application may be controlled anywhere in the world.
  6. What are the advantages of using edge computing?
  7. True/False. Azure IoT Edge and edge computing share the same advantages.
  8. What were some of the uses of early P2P networks?
  9. True/False. Microsoft Azure IoT is a collection of Azure services used to build IoT applications.
  10. True/False. Route optimization was one of the benefits to Mars Drinks of using Azure IoT.
...
Left arrow icon Right arrow icon
Download code icon Download Code

Key benefits

  • Become well-versed with best practices for implementing automated analytical computations
  • Discover real-world examples to extend cloud intelligence
  • Develop your skills by understanding edge analytics and applying it to research activities

Description

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.

What you will learn

Discover the key concepts and architectures used with edge analytics Understand how to use long-distance communication protocols for edge analytics Deploy Microsoft Azure IoT Edge to a Raspberry Pi Create Node-RED dashboards with MQTT and Text to Speech (TTS) Use MicroPython for developing edge analytics apps Explore various machine learning techniques and discover how machine learning is related to edge analytics Use camera and vision recognition algorithms on the sensory side to design an edge analytics app Monitor and audit edge analytics apps

What do you get with a Packt Subscription?

Free for first 7 days. $15.99 p/m after that. Cancel any time!
Product feature icon Unlimited ad-free access to the largest independent learning library in tech. Access this title and thousands more!
Product feature icon 50+ new titles added per month, including many first-to-market concepts and exclusive early access to books as they are being written.
Product feature icon Innovative learning tools, including AI book assistants, code context explainers, and text-to-speech.
Product feature icon Thousands of reference materials covering every tech concept you need to stay up to date.
Subscribe now
View plans & pricing

Product Details


Publication date : May 21, 2020
Length 262 pages
Edition : 1st Edition
Language : English
ISBN-13 : 9781838829902
Vendor :
Microsoft
Category :
Concepts :

Table of Contents

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

Customer reviews

Filter icon Filter
Top Reviews
Rating distribution
Empty star icon Empty star icon Empty star icon Empty star icon Empty star icon 0
(0 Ratings)
5 star 0%
4 star 0%
3 star 0%
2 star 0%
1 star 0%

Filter reviews by


No reviews found
Get free access to Packt library with over 7500+ books and video courses for 7 days!
Start Free Trial

FAQs

What is included in a Packt subscription? Chevron down icon Chevron up icon

A subscription provides you with full access to view all Packt and licnesed content online, this includes exclusive access to Early Access titles. Depending on the tier chosen you can also earn credits and discounts to use for owning content

How can I cancel my subscription? Chevron down icon Chevron up icon

To cancel your subscription with us simply go to the account page - found in the top right of the page or at https://subscription.packtpub.com/my-account/subscription - From here you will see the ‘cancel subscription’ button in the grey box with your subscription information in.

What are credits? Chevron down icon Chevron up icon

Credits can be earned from reading 40 section of any title within the payment cycle - a month starting from the day of subscription payment. You also earn a Credit every month if you subscribe to our annual or 18 month plans. Credits can be used to buy books DRM free, the same way that you would pay for a book. Your credits can be found in the subscription homepage - subscription.packtpub.com - clicking on ‘the my’ library dropdown and selecting ‘credits’.

What happens if an Early Access Course is cancelled? Chevron down icon Chevron up icon

Projects are rarely cancelled, but sometimes it's unavoidable. If an Early Access course is cancelled or excessively delayed, you can exchange your purchase for another course. For further details, please contact us here.

Where can I send feedback about an Early Access title? Chevron down icon Chevron up icon

If you have any feedback about the product you're reading, or Early Access in general, then please fill out a contact form here and we'll make sure the feedback gets to the right team. 

Can I download the code files for Early Access titles? Chevron down icon Chevron up icon

We try to ensure that all books in Early Access have code available to use, download, and fork on GitHub. This helps us be more agile in the development of the book, and helps keep the often changing code base of new versions and new technologies as up to date as possible. Unfortunately, however, there will be rare cases when it is not possible for us to have downloadable code samples available until publication.

When we publish the book, the code files will also be available to download from the Packt website.

How accurate is the publication date? Chevron down icon Chevron up icon

The publication date is as accurate as we can be at any point in the project. Unfortunately, delays can happen. Often those delays are out of our control, such as changes to the technology code base or delays in the tech release. We do our best to give you an accurate estimate of the publication date at any given time, and as more chapters are delivered, the more accurate the delivery date will become.

How will I know when new chapters are ready? Chevron down icon Chevron up icon

We'll let you know every time there has been an update to a course that you've bought in Early Access. You'll get an email to let you know there has been a new chapter, or a change to a previous chapter. The new chapters are automatically added to your account, so you can also check back there any time you're ready and download or read them online.

I am a Packt subscriber, do I get Early Access? Chevron down icon Chevron up icon

Yes, all Early Access content is fully available through your subscription. You will need to have a paid for or active trial subscription in order to access all titles.

How is Early Access delivered? Chevron down icon Chevron up icon

Early Access is currently only available as a PDF or through our online reader. As we make changes or add new chapters, the files in your Packt account will be updated so you can download them again or view them online immediately.

How do I buy Early Access content? Chevron down icon Chevron up icon

Early Access is a way of us getting our content to you quicker, but the method of buying the Early Access course is still the same. Just find the course you want to buy, go through the check-out steps, and you’ll get a confirmation email from us with information and a link to the relevant Early Access courses.

What is Early Access? Chevron down icon Chevron up icon

Keeping up to date with the latest technology is difficult; new versions, new frameworks, new techniques. This feature gives you a head-start to our content, as it's being created. With Early Access you'll receive each chapter as it's written, and get regular updates throughout the product's development, as well as the final course as soon as it's ready.We created Early Access as a means of giving you the information you need, as soon as it's available. As we go through the process of developing a course, 99% of it can be ready but we can't publish until that last 1% falls in to place. Early Access helps to unlock the potential of our content early, to help you start your learning when you need it most. You not only get access to every chapter as it's delivered, edited, and updated, but you'll also get the finalized, DRM-free product to download in any format you want when it's published. As a member of Packt, you'll also be eligible for our exclusive offers, including a free course every day, and discounts on new and popular titles.