Book Image

Artificial Intelligence for IoT Cookbook

By : Michael Roshak
Book Image

Artificial Intelligence for IoT Cookbook

By: Michael Roshak

Overview of this book

Artificial intelligence (AI) is rapidly finding practical applications across a wide variety of industry verticals, and the Internet of Things (IoT) is one of them. Developers are looking for ways to make IoT devices smarter and to make users’ lives easier. With this AI cookbook, you’ll be able to implement smart analytics using IoT data to gain insights, predict outcomes, and make informed decisions, along with covering advanced AI techniques that facilitate analytics and learning in various IoT applications. Using a recipe-based approach, the book will take you through essential processes such as data collection, data analysis, modeling, statistics and monitoring, and deployment. You’ll use real-life datasets from smart homes, industrial IoT, and smart devices to train and evaluate simple to complex models and make predictions using trained models. Later chapters will take you through the key challenges faced while implementing machine learning, deep learning, and other AI techniques, such as natural language processing (NLP), computer vision, and embedded machine learning for building smart IoT systems. In addition to this, you’ll learn how to deploy models and improve their performance with ease. By the end of this book, you’ll be able to package and deploy end-to-end AI apps and apply best practice solutions to common IoT problems.
Table of Contents (11 chapters)

Getting ready

In this recipe, we are going to use Azure IoT Hub and Python. The Python version in our example needs to be above 3.6. We will need to install the following libraries:

pip3 install azure-iot-device
pip3 install asyncio

You will also need to get a device connection string from IoT Hub. In the Setting up an IoT Hub recipe of Chapter 1, Setting Up the IoT and AI Environment, we showed you how to set up IoT Hub in Azure. From there, you need to get a key for that individual device. To do this, navigate to the IoT Hub you created and click on the IoT Devices menu item in the left panel. Then, click the + button and add a device with symmetric key authentication:

  

From here, you will see the device appear in the device list, as shown in the following screenshot. You can click on that item and get the device key:

You will also need to go into the shared access policy menu item and copy the service policy connection string. This connection string is for connecting to...