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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

Delta Lake

Delta Lake is an open source project released by Databricks in 2019. It stores files in Parquet. In addition, it is able to keep track of data check-ins, enabling the data scientist to look at data as it existed at a given time. This can be useful when trying to determine why accuracy in a particular ML model drifted. It also keeps metadata about the data, giving it a 10-times performance increase over standard Parquet for analytics workloads.

While considerations are given to both choosing a device and setting up Databricks, the rest of this chapter will follow a modular, recipe-based format.

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