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Artificial Intelligence for IoT Cookbook

You're reading from  Artificial Intelligence for IoT Cookbook

Product type Book
Published in Mar 2021
Publisher Packt
ISBN-13 9781838981983
Pages 260 pages
Edition 1st Edition
Languages
Author (1):
Michael Roshak Michael Roshak
Profile icon Michael Roshak

Table of Contents (11) Chapters

Preface 1. Setting Up the IoT and AI Environment 2. Handling Data 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.

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Artificial Intelligence for IoT Cookbook
Published in: Mar 2021 Publisher: Packt ISBN-13: 9781838981983
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