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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

Visual exploration

Spark allows you to look at basic charts without much code. Using the magic symbol at the top of the notebook segment, you can change language easily from Python to Scala or SQL. One word of caution about using Databricks' built-in charting system is that it only looks at the first 10,000 records. For a large dataset, there are other charting libraries. The steps are as follows:

  1. Query the data in Databricks using the %sql magic, as shown:
%sql
select * from Telemetry
  1. Select the chart icon at the bottom of the returned data grid. It will bring up the chart builder UI, as shown in the following screenshot:

  1. Select the chart type that best represents the data. Some charts are better suited for variable comparison while others can help reveal trends.

The following section reviews when and why you would use different chart types.

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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