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You're reading from  Learning Kibana 5.0

Product typeBook
Published inFeb 2017
Reading LevelBeginner
PublisherPackt
ISBN-139781786463005
Edition1st Edition
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Author (1)
Bahaaldine Azarmi
Bahaaldine Azarmi
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Bahaaldine Azarmi

Bahaaldine Azarmi, Global VP Customer Engineering at Elastic, guides companies as they leverage data architecture, distributed systems, machine learning, and generative AI. He leads the customer engineering team, focusing on cloud consumption, and is passionate about sharing knowledge to build and inspire a community skilled in AI.
Read more about Bahaaldine Azarmi

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Understanding the concept of anomaly detection


In this section, we'll try to summarize how Prelert solves the challenge of anomaly detection by first understanding why data visualization is a sufficient medium when it comes to pointing out an anomaly, and then we'll see why traditional alerting systems cannot be used at scale for anomaly detection.

Understanding human limits with regard to data visualization

Anomaly detection is the art of detecting things that shouldn't occur, or that differ from normal occurrences. Anomaly detection is the general name given to a statistical modeling technique used to identify unusual patterns in time-based events.

If we take the following dashboard, we can see different things happening:

IT ops dashboard with potential anomalies

In the preceding screenshot, we can see a significant drop in the first graph (point 1). This looks suspicious, and may indicate a problem. Now, compared with the rest of the charts alongside it, we see that the increases in points...

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Learning Kibana 5.0
Published in: Feb 2017Publisher: PacktISBN-13: 9781786463005

Author (1)

author image
Bahaaldine Azarmi

Bahaaldine Azarmi, Global VP Customer Engineering at Elastic, guides companies as they leverage data architecture, distributed systems, machine learning, and generative AI. He leads the customer engineering team, focusing on cloud consumption, and is passionate about sharing knowledge to build and inspire a community skilled in AI.
Read more about Bahaaldine Azarmi