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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

Don't over-engineer the use case

I once worked with a user where we discussed different use cases for ML. In particular, this customer was building a hosted security operations center as part of their managed security service provider (MSSP) business, so they were keen to think about use cases in which ML could help.

A high-level theme to their use cases was to look at a user's behavior and find unexpected behavior. One example that was discussed was login activity from unusual/rare locations such as Bob just logged in from Ukraine, but he doesn't normally log in from there.

In the process of thinking the implementation through, there was talk of them having multiple clients, each of which had multiple users. Therefore, they were thinking of ways to split/partition the data so that they could execute "rare" by country for each and every user of every client...

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