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Artificial Intelligence for IoT Cookbook

You're reading from   Artificial Intelligence for IoT Cookbook Over 70 recipes for building AI solutions for smart homes, industrial IoT, and smart cities

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Product type Paperback
Published in Mar 2021
Publisher Packt
ISBN-13 9781838981983
Length 260 pages
Edition 1st Edition
Languages
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Author (1):
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Michael Roshak Michael Roshak
Author Profile Icon Michael Roshak
Michael Roshak
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Table of Contents (11) Chapters Close

Preface 1. Setting Up the IoT and AI Environment 2. Handling Data FREE CHAPTER 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

Detecting anomalies on the edge

In this final recipe, we are going to use SenseHat on the Raspberry Pi to collect data, train that data on our local computer, then deploy a machine learning model on the device. To avoid redundancy after recording your data you will need to run either of the recipes on autoencoders or isolated forest from earlier in this chapter.

People use motion sensors in IoT to ensure shipping containers are safely transported aboard ships. For example, proving that a shipping container was dropped in a particular harbor would help with insurance claims. They are also used for worker safety to detect falls or workers acting unsafely. They are also used on devices that are prone to vibration when malfunctioning. Some examples of this are washing machines, wind turbines, and cement mixers.

During the data collection phase, you will need to safely simulate falling or working unsafely. You could also put a sensor on a washing machine that is unbalanced....

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