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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

Multiple time series forecasting

To invoke forecasting on multiple time series, you simply just need an ML job that is modeling multiple time series. Let's assume that we have an ML job that has analyzed web requests per country. We may have over 200 unique time series in our weblogs because of the diverse clientele that visit our website. In an ML job, in the logs that were collected by Filebeat, we have elected to configure a multi-metric job of the count of requests for every tnginx.access.geoip.country_iso_code:

When we click the Forecast button in the Single Metric Viewer, the forecast will automatically be run for all detectors and partitions (even if there are hundreds or more). Alternatively, you can use the _forecast API endpoint to invoke the forecast. To do so, in the Dev Tools Console, we could issue this request:

POST _xpack/ml/anomaly_detectors/web_traffic_per_country...
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