Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Arrow left icon
Explore Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Free Learning
Arrow right icon
Arrow up icon
GO TO TOP
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

Arrow left icon
Product type Paperback
Published in Jan 2019
Publisher Packt
ISBN-13 9781788477543
Length 304 pages
Edition 1st Edition
Arrow right icon
Authors (2):
Arrow left icon
Bahaaldine Azarmi Bahaaldine Azarmi
Author Profile Icon Bahaaldine Azarmi
Bahaaldine Azarmi
Rich Collier Rich Collier
Author Profile Icon Rich Collier
Rich Collier
Arrow right icon
View More author details
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

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...
lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $19.99/month. Cancel anytime
Banner background image