[ML] Updates references to apps and pages in ML-related guides (#198308)

### Overview

This PR updates all app and page references to align with the new style
guide guidelines.

### Related issue

https://github.com/elastic/search-docs-team/issues/205

### Preview

Machine learning
AIOps Labs

---------

Co-authored-by: florent-leborgne <florent.leborgne@elastic.co>
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kosabogi 2024-11-04 12:04:15 +01:00 committed by GitHub
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@ -51,7 +51,8 @@ information, refer to {ml-docs}/ml-limitations.html[{ml-cap}].
preview::[]
You can find the data drift view in **{ml-app}** > *{data-viz}* in {kib}.
You can find the data drift view in **{ml-app}** > *{data-viz}* in {kib} or by using
the <<kibana-navigation-search,global search field>>.
The data drift view shows you the differences in each field for two
different time ranges in a given {data-source}. The view helps you to visualize
the changes in your data over time and enables you to understand its behavior
@ -167,7 +168,7 @@ It makes it easy to find and investigate causes of unusual spikes or drops by us
Examine the histogram chart of the log rates for a given {data-source}, and find the reason behind a particular change possibly in millions of log events across multiple fields and values.
You can find log rate analysis embedded in multiple applications.
In {kib}, you can find it under **{ml-app}** > **AIOps Labs** where you can select the {data-source} or saved search that you want to analyze.
In {kib}, you can find it under **{ml-app}** > **AIOps Labs** or by using the <<kibana-navigation-search,global search field>>. Here, you can select the {data-source} or saved search that you want to analyze.
[role="screenshot"]
image::user/ml/images/ml-log-rate-analysis-before.png[Log event histogram chart]
@ -201,8 +202,8 @@ displays them together with a chart that shows the distribution of each category
and an example document that matches the category.
//end::log-pattern-analysis-intro[]
You can find log pattern analysis under **{ml-app}** > **AIOps Labs** where you
can select the {data-source} or saved search that you want to analyze, or in
You can find log pattern analysis under **{ml-app}** > **AIOps Labs** or by using the <<kibana-navigation-search,global search field>>.
Here, you can select the {data-source} or saved search that you want to analyze, or in
**Discover** as an available action for any text field.
[role="screenshot"]
@ -226,8 +227,8 @@ Change point detection uses the
to detect distribution changes, trend changes, and other statistically
significant change points in a metric of your time series data.
You can find change point detection under **{ml-app}** > **AIOps Labs** where
you can select the {data-source} or saved search that you want to analyze.
You can find change point detection under **{ml-app}** > **AIOps Labs** or by using the <<kibana-navigation-search,global search field>>.
Here, you can select the {data-source} or saved search that you want to analyze.
[role="screenshot"]
image::user/ml/images/ml-change-point-detection.png[Change point detection UI]