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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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Toc

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

Min/max

Mins and maxes can show the value that shows the most stress on the system. The following code shows how to get the min and max values of a 1-minute window:

minute['max'] = minute['sample'].rolling(window=600,center=False).max() 

minute['sample'] = minute['sample'].rolling(window=600,center=False).min()

Minimum and maximum values can emphasize outliers. This can be useful in determining anomalies. 

You have been reading a chapter from
Artificial Intelligence for IoT Cookbook
Published in: Mar 2021
Publisher: Packt
ISBN-13: 9781838981983
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