[[xpack-ml]] = Machine Learning in the Elastic Stack [partintro] -- Data stored in {es} contains valuable insights into the behavior and performance of your business and systems. However, the following questions can be difficult to answer: * Is the response time of my website unusual? * Are users exfiltrating data unusually? The good news is that the {xpack} machine learning capabilities enable you to easily answer these types of questions. -- include::introduction.asciidoc[] include::getting-started.asciidoc[] include::ml-scenarios.asciidoc[] include::api-quickref.asciidoc[] //include::troubleshooting.asciidoc[] Referenced from x-pack/docs/public/xpack-troubleshooting.asciidoc //include::release-notes.asciidoc[] Referenced from x-pack/docs/public/xpack-release-notes.asciidoc