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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

How it works...

Delta Lake is built on top of Parquet. Utilizing columnar compression and metadata storage, it can make the retrieval of data 10 times faster than standard Parquet. In addition to faster performance, Delta Lake's data versioning allows data scientists to look at how data was at a particular time, allowing data scientists to perform root cause analysis when their models drift.

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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