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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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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

Sizing ML deployments

People often ask how they should appropriately size their cluster if they plan on using Elastic ML. Other than the obvious it depends answer, it is useful to have an empirical approach to the process. As seen on the Elastic blog Sizing for Machine Learning with Elasticsearch (https://www.elastic.co/blog/sizing-machine-learning-with-elasticsearch), there is a key recommendation: use dedicated nodes for ML so that you don't have ML jobs interfere with the other tasks of the data nodes of a cluster (indexing, searching, and so on). To scope how many dedicated nodes are necessary, follow this approach:

  • If there are no representative jobs created yet, use generic rules of thumb based on the overall cluster size from the blog. These rules of thumb are as follows:
    • Recommend 1 dedicated ML node (2 for HA) for cluster sizes < 10 data nodes
    • Definitely at...
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