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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

Results presentation

Before we get into the detail of where the results are stored and what they look like at a document level, we need to understand that the results from ML jobs are presented at three different levels of abstraction:

  • The bucket level: This level summarizes the results of the entirety of the ML job per time bucket. Essentially, it is a representation of how unusual that time bucket is, given the configuration of your job. If your job has multiple detectors, or splits in the analysis resulting in results for possibly many entities simultaneously, then each bucket level result is an aggregated representation of all of those things.
  • The record level: This is the most detailed information about each and every anomalous occurrence or anomalous entity within a time bucket. Again, depending on the job configuration (multiple detectors, splits, and so on), there can...
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