Machine Learning with the Elastic Stack

Machine Learning with the Elastic Stack is a comprehensive overview of the embedded commercial features of anomaly detection and forecasting. The book starts with installing and setting up Elastic Stack. You will perform time series analysis on varied kinds of data, such as log files, network flows, application metrics, and financial data.
As you progress through the chapters, you will deploy machine learning within the Elastic Stack for logging, security, and metrics. In the concluding chapters, you will see how machine learning jobs can be automatically distributed and managed across the Elasticsearch cluster and made resilient to failure.
By the end of this book, you will understand the performance aspects of incorporating machine learning within the Elastic ecosystem and create anomaly detection jobs and view results from Kibana directly.

Type
ebook
Category
publication date
2019-01-31
what you will learn

Install the Elastic Stack to use machine learning features
Understand how Elastic machine learning is used to detect a variety of anomaly types
Apply effective anomaly detection to IT operations and security analytics
Leverage the output of Elastic machine learning in custom views, dashboards, and proactive alerting
Combine your created jobs to correlate anomalies of different layers of infrastructure
Learn various tips and tricks to get the most out of Elastic machine learning

no of pages
304
duration
608
key features
Combine machine learning with the analytic capabilities of Elastic Stack * Analyze large volumes of search data and gain actionable insight from them * Use external analytical tools with your Elastic Stack to improve its performance *
approach
This hands-on book takes a tutorial-based approach to help you understand the practical methodologies of Machine Learning with the Elastic Stack.
audience
If you are a data professional eager to gain insight on Elasticsearch data without having to rely on a machine learning specialist or custom development, Machine Learning with the Elastic Stack is for you. Those looking to integrate machine learning within their search and analytics applications will also find this book very useful. Prior experience with the Elastic Stack is needed to get the most out of this book.
meta description
Leverage Elastic Stack’s machine learning features to gain valuable insight from your data
short description
Elastic has announced the integration of Prelert machine learning technology within its ecosystem allowing real-time generation of business insights from the Elasticsearch data without it leaving the cluster at all. This book will demonstrate these unique features and teach you to perform machine learning on the Elastic Stack without any hassle.

subtitle
Expert techniques to integrate machine learning with distributed search and analytics
keywords
Elastic stack, machine learning, elasticsearch, kibana, xpack, logstash, elasticsearch machine learning, time-series analysis, elastic stack integration
Product ISBN
9781788477543