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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

Importing external models into Elasticsearch using eland

Suppose you already have a model trained using one of the other frameworks. Is it possible to re-use the building blocks we discussed in the previous section to deploy your own externally trained models? The answer is yes, with a few limitations. In this section, we will take a look at how to use the eland library, along with scikit-learn, another machine learning library for creating and training external machine learning models and importing them into Elasticsearch for inference.

Learning about supported external models in eland

Unfortunately, the inference functionality in the Elastic Stack does not yet have support for importing an externally trained machine learning model from any library (though it might at some point in the future!). Instead, the eland documentation (https://eland.readthedocs.io/en/7.10.1b1/reference/api/eland.ml.MLModel.import_model.html#eland.ml.MLModel.import_model) contains a list of third...

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