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Machine Learning with the Elastic Stack - Second Edition

You're reading from  Machine Learning with the Elastic Stack - Second Edition

Product type Book
Published in May 2021
Publisher Packt
ISBN-13 9781801070034
Pages 450 pages
Edition 2nd Edition
Languages
Authors (3):
Rich Collier Rich Collier
Profile icon Rich Collier
Camilla Montonen Camilla Montonen
Profile icon Camilla Montonen
Bahaaldine Azarmi Bahaaldine Azarmi
Profile icon Bahaaldine Azarmi
View More author details

Table of Contents (19) Chapters

Preface 1. Section 1 – Getting Started with Machine Learning with Elastic Stack
2. Chapter 1: Machine Learning for IT 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

Bringing it all together for RCA

We are at the point now where we can now discuss how we can bring everything together. In our desire to increase our effectiveness in IT operations and look more holistically at application health, we now need to operationalize what we've prepared in the prior sections and configure our anomaly detection jobs accordingly. To that end, let's work through a real-life scenario in which Elastic ML helped us get to the root cause of an operational problem.

Outage background

This scenario is loosely based on a real application outage, although the data has been somewhat simplified and sanitized to obfuscate the original customer. The problem was with a retail application that processed gift card transactions. Occasionally, the app would stop working and transactions could not be processed. This would only be discovered when individual stores called headquarters to complain. The root cause of the issue was unknown and couldn't be ascertained...

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