# Anomaly detection

**URL:** <https://discuss.elastic.co/t/anomaly-detection/309098>\
**Category:** Kibana\
**Tags:** elastic-stack-machine-learning\
**Created:** [July 7, 2022, 10:22am UTC](https://discuss.elastic.co/t/anomaly-detection/309098 "2022-07-07T10:22:25Z")\
**Posts on this page:** 1\
**Showing post:** 2

<div class="post-metadata">

**Author:** ![richcollier](https://sea2.discourse-cdn.com/elastic/user_avatar/discuss.elastic.co/richcollier/32/115035_2.png) [@richcollier](https://discuss.elastic.co/u/richcollier)\
**Post date:** [July 8, 2022, 2:14am UTC](https://discuss.elastic.co/t/anomaly-detection/309098/2 "2022-07-08T02:14:23Z")

</div>

There's a fair amount of written information available:

## Book on Elastic ML:

The definitive guide

- For sale on packt: [https://www.packtpub.com/big-data-and-business-intelligence/machine-learning-elastic-stack](https://www.packtpub.com/big-data-and-business-intelligence/machine-learning-elastic-stack)

- For sale on Amazon: [https://www.amazon.com/Rich-Collier/e/B07NF94RDQ](https://www.amazon.com/Rich-Collier/e/B07NF94RDQ?ref_=dbs_p_pbk_r00_abau_000000)

- Register for free e-Book: [https://events.elastic.co/machinelearningwithelastic](https://events.elastic.co/machinelearningwithelastic)

## Recent ML Webinars

- [Elastic Events and Virtual Events for Elasticsearch and ELK Stack Users | Elastic](https://www.elastic.co/virtual-events/machine-learning-book-preview-part-1-anomaly-detection)

- [“Machine Learning with the Elastic Stack” book preview - Part 2: Data Frame Analysis | Elastic Videos](https://www.elastic.co/virtual-events/machine-learning-book-preview-part-2-data-frame-analysis)

## Public ML Blogs:

- ([Alerting on Machine Learning Jobs in Elasticsearch | Elastic Blog](https://www.elastic.co/blog/alerting-on-machine-learning-jobs-in-elasticsearch-v55))

- ([Machine Learning Anomaly Scoring and Elasticsearch - How it Works | Elastic Blog](https://www.elastic.co/blog/machine-learning-anomaly-scoring-elasticsearch-how-it-works))

- ([Custom Elasticsearch Aggregations for Machine Learning Jobs | Elastic Blog](https://www.elastic.co/blog/custom-elasticsearch-aggregations-for-machine-learning-jobs))

- ([Elastic Blog: Stories, Tutorials, Releases | Elastic Blog](https://www.elastic.co/blog/scheduled-events-and-the-amorous-anomaly-elasticsearch-machine-learning))

- ([Filtering Input Data to Refine Machine Learning Jobs | Elastic Blog](https://www.elastic.co/blog/filtering-input-data-to-refine-machine-learning-jobs))

- ([https://www.elastic.co/blog/how-to-capture-domain-knowledge-in-elastic-machine-learning-jobs-with-custom-rules](https://www.elastic.co/blog/how-to-capture-domain-knowledge-in-elastic-machine-learning-jobs-with-custom-rules))

- ([Temporal vs. Population Analysis in Elastic Machine Learning | Elastic Blog](https://www.elastic.co/blog/temporal-vs-population-analysis-in-elastic-machine-learning))

- ([Elastic Machine Learning Anomaly Scoring with Partition Normalization and Multi-Bucket Analysis | Elastic Blog](https://www.elastic.co/blog/changes-to-elastic-machine-learning-anomaly-scoring-in-6-5))

- ([Import CSV and Log Data into Elasticsearch from Kibana with File Data Visualizer | Elastic Blog](https://www.elastic.co/blog/importing-csv-and-log-data-into-elasticsearch-with-file-data-visualizer))

- ([Interpreting multi-bucket impact anomalies using Elastic machine learning features | Elastic Blog](https://www.elastic.co/blog/interpreting-multi-bucket-impact-anomalies-using-elastic-machine-learning-features))

- ([Using machine learning in the Elastic Stack to analyze Meetup data | Elastic Blog](https://www.elastic.co/blog/using-elastic-machine-learning-to-analyze-meetup-data))

- ([Catching malware with Elastic outlier detection | Elastic Blog](https://www.elastic.co/blog/catching-malware-with-elastic-outlier-detection))

- ([Elastic machine learning outlier detection benchmarking | Elastic Blog](https://www.elastic.co/blog/benchmarking-outlier-detection-in-elastic-machine-learning))

- ([Interpretability in machine learning: Identifying anomalies, influencers, and root causes | Elastic Blog](https://www.elastic.co/blog/interpretability-in-ml-identifying-anomalies-influencers-root-causes))

## See What Users Are Asking Questions About:

- ML on [discuss.elastic.co](http://discuss.elastic.co) ([Topics tagged elastic-stack-machine-learning](https://discuss.elastic.co/tag/elastic-stack-machine-learning))

## Background on “How it works” or the “Math behind ML":

30 Min Meetup w/ Steve Dodson:

![](https://us1.discourse-cdn.com/elastic/optimized/3X/f/5/f50701bc99d2a6ac2c281e41f1c10c3ebcd11c98_2_690x388.jpeg)https://www.youtube.com/embed/n6xW6YWYgs0?feature=oembed&wmode=opaque

2017 ElasticON:

> **[Elasticsearch Machine Learning and Statistical Methods for Time Series Analysis](https://www.elastic.co/elasticon/conf/2017/sf/machine-learning-and-statistical-methods-for-time-series-analysis)**
>
> Machine learning now in beta. Register now for the upcoming webinar, overview demo, and live Q&A.
> In this talk, Steve and Tom will present a deep algorithmic dive into the new machine learning technol...

2018 ElasticON:

> **[The Math Behind Elastic Machine Learning](https://www.elastic.co/elasticon/conf/2018/sf/the-math-behind-elastic-machine-learning)**
>
> Machine learning functionality is being added to our products in the form of shrink-wrapped applications. We began by focusing on time series anomaly detection, which required the ability to predict w...

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_[View the full topic](https://discuss.elastic.co/t/anomaly-detection/309098)._