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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

Enabling distributed ML with fog computing

Working in IoT generally means working with large data. Sensors can be verbose and the devices can be large as well. The CERN's particle accelerator, for example, generates over a petabyte a second. Sending this raw data to a central repository would be impractical. Many companies facing extremely large datasets or extremely fast-moving datasets can face challenges when it comes to dealing with their data.

In this recipe, we are going to distribute a workload across several systems, thereby allowing one system to take an image and another to process it. A small device, in our example, could take the image and stream it to an industrial PC or a set of servers in a factory. We are going to use docker and docker-compose here, while for our algorithm, we are going to use YOLO's (an image classification algorithm) OpenCV implementation. 

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