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

LUIS is a product of Azure's Cognitive Services. You will need to log in to the Azure portal and create a LUIS resource. Then, go to https://preview.luis.ai and click on New App for Conversation. Then, fill out the form for the name, language, and prediction resource you set up. 

Then, click on Entities in the side menu and add, as in our restaurant ordering kiosk, Cheese burger, French Fries, Diet Pepsi, Milk Shake, Chocolate, Vanilla, and so on:

Once you have enough entities added, you will need to add intents. Click on the intents, then add an intent. In our recipe, we are going to add a Menu.Add item intent. Then, we add some example sentences of how someone would order at a kiosk. We then click on the entities in the sentences and tag them:

When there is enough to represent the entire menu, click on the Train button at the upper right of the window. After it has completed training, click on the Publish button. After the publishing is completed, a notification...