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Machine Learning with the Elastic Stack

You're reading from   Machine Learning with the Elastic Stack Gain valuable insights from your data with Elastic Stack's machine learning features

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Product type Paperback
Published in May 2021
Publisher Packt
ISBN-13 9781801070034
Length 450 pages
Edition 2nd Edition
Languages
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Authors (3):
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Camilla Montonen Camilla Montonen
Author Profile Icon Camilla Montonen
Camilla Montonen
Rich Collier Rich Collier
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Rich Collier
Bahaaldine Azarmi Bahaaldine Azarmi
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Bahaaldine Azarmi
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Toc

Table of Contents (19) Chapters Close

Preface 1. Section 1 – Getting Started with Machine Learning with Elastic Stack
2. Chapter 1: Machine Learning for IT FREE CHAPTER 3. Chapter 2: Enabling and Operationalization 4. Section 2 – Time Series Analysis – Anomaly Detection and Forecasting
5. Chapter 3: Anomaly Detection 6. Chapter 4: Forecasting 7. Chapter 5: Interpreting Results 8. Chapter 6: Alerting on ML Analysis 9. Chapter 7: AIOps and Root Cause Analysis 10. Chapter 8: Anomaly Detection in Other Elastic Stack Apps 11. Section 3 – Data Frame Analysis
12. Chapter 9: Introducing Data Frame Analytics 13. Chapter 10: Outlier Detection 14. Chapter 11: Classification Analysis 15. Chapter 12: Regression 16. Chapter 13: Inference 17. Other Books You May Enjoy Appendix: Anomaly Detection Tips

Anomaly detection in the Uptime app

The Uptime app allows simple availability and response time monitoring of services via a variety of network protocols, including HTTP/S, TCP, and ICMP:

  1. Often classified as synthetic monitoring, the Uptime app uses Heartbeat to actively probe network endpoints from one or more locations:

      

    Figure 8.25 – The Uptime app in Kibana

  2. If you would like to enable anomaly detection on a monitor, simply click on the monitor name to see the monitor detail. Within the Monitor duration panel, notice the Enable anomaly detection button:

      

    Figure 8.26 – Enabling anomaly detection for an Uptime monitor

  3. Clicking on the Enable anomaly detection button creates the job in the background and offers the user the option to create an alert for anomalies surfaced by the job:

      

    Figure 8.27 – Creating an alert on the anomaly detection job in the Uptime app

  4. Once the anomaly detection job is available, any anomalies...
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