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Machine Learning with the Elastic Stack

You're reading from   Machine Learning with the Elastic Stack Expert techniques to integrate machine learning with distributed search and analytics

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Product type Paperback
Published in Jan 2019
Publisher Packt
ISBN-13 9781788477543
Length 304 pages
Edition 1st Edition
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Authors (2):
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Bahaaldine Azarmi Bahaaldine Azarmi
Author Profile Icon Bahaaldine Azarmi
Bahaaldine Azarmi
Rich Collier Rich Collier
Author Profile Icon Rich Collier
Rich Collier
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Toc

Table of Contents (12) Chapters Close

Preface Machine Learning for IT FREE CHAPTER Installing the Elastic Stack with Machine Learning Event Change Detection IT Operational Analytics and Root Cause Analysis Security Analytics with Elastic Machine Learning Alerting on ML Analysis Using Elastic ML Data in Kibana Dashboards Using Elastic ML with Kibana Canvas Forecasting ML Tips and Tricks Other Books You May Enjoy

Exploring count functions

As seen in Chapter 2, Installing the Elastic Stack with Machine Learning, Elastic ML jobs contain detectors for a combination of a function applied to some aspect of the data (for example, a field). The example jobs shown in Chapter 2, Installing the Elastic Stack with Machine Learning, have detectors using metric-based functions operating on metric-based fields (such as CPU utilization). However, the detectors we will be exploring in this chapter will be those that simply count occurrences of things over time.

The three main functions to get familiar with are as follows:

  • Count: Counts the number of documents in the bucket resulting from a query of the raw data index
  • High Count: The same as Count, but will only flag an anomaly if the count is higher than expected
  • Low Count: The same as Count, but will only flag an anomaly if the count is lower than...
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