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Artificial Intelligence for IoT Cookbook

You're reading from  Artificial Intelligence for IoT Cookbook

Product type Book
Published in Mar 2021
Publisher Packt
ISBN-13 9781838981983
Pages 260 pages
Edition 1st Edition
Languages
Author (1):
Michael Roshak Michael Roshak
Profile icon Michael Roshak

Table of Contents (11) Chapters

Preface 1. Setting Up the IoT and AI Environment 2. Handling Data 3. Machine Learning for IoT 4. Deep Learning for Predictive Maintenance 5. Anomaly Detection 6. Computer Vision 7. NLP and Bots for Self-Ordering Kiosks 8. Optimizing with Microcontrollers and Pipelines 9. Deploying to the Edge 10. About Packt
Preface

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 learn how 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 and 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 to build 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.

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