Book Image

Hands-On Artificial Intelligence for IoT - Second Edition

By : Amita Kapoor
Book Image

Hands-On Artificial Intelligence for IoT - Second Edition

By: Amita Kapoor

Overview of this book

There are many applications that use data science and analytics to gain insights from terabytes of data. These apps, however, do not address the challenge of continually discovering patterns for IoT data. In Hands-On Artificial Intelligence for IoT, we cover various aspects of artificial intelligence (AI) and its implementation to make your IoT solutions smarter. This book starts by covering the process of gathering and preprocessing IoT data gathered from distributed sources. You will learn different AI techniques such as machine learning, deep learning, reinforcement learning, and natural language processing to build smart IoT systems. You will also leverage the power of AI to handle real-time data coming from wearable devices. As you progress through the book, techniques for building models that work with different kinds of data generated and consumed by IoT devices such as time series, images, and audio will be covered. Useful case studies on four major application areas of IoT solutions are a key focal point of this book. In the concluding chapters, you will leverage the power of widely used Python libraries, TensorFlow and Keras, to build different kinds of smart AI models. By the end of this book, you will be able to build smart AI-powered IoT apps with confidence.
Table of Contents (20 chapters)
Title Page
Copyright and Credits
Dedication
About Packt
Contributors
Preface
Index

IoT and smart homes


A close friend of mine was always worried about his ageing mother, she was left home alone, while he, his wife, and kids were out. As her health started deteriorating, he asked for a piece of advice. The solution was simple; he installed CCTV cameras in all the rooms, interfaced with a mobile app. The cameras were connected to the internet, now, no matter where he is, he can check-in home to ensure the well-being of his mother.

 

CCTV, smart lightning, smart speakers, and so on connected to the internet help automate a lot of tasks at home, and what you get is a smart home. Most smart home systems at present work through a voice command interface, where you can use a set of commands to control the particular device. For example, in Amazon's Echo Dot, you can ask it to search or play a particular song. You can ask Apple's Siri to use your phone to call a friend, all by simple voice interface. Most of these devices are using AI/ML in some form, but home automation can be...