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[DOCS] Fixes, sorts ML tagged regions #52283

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27 changes: 13 additions & 14 deletions docs/reference/ml/ml-shared.asciidoc
Original file line number Diff line number Diff line change
Expand Up @@ -644,23 +644,9 @@ to `false`. When `true`, only a single model must match the ID patterns
provided, otherwise a bad request is returned.
end::include-model-definition[]

tag::tags[]
A comma delimited string of tags. A {infer} model can have many tags, or none.
When supplied, only {infer} models that contain all the supplied tags are
returned.
end::tags[]

tag::indices[]
An array of index names. Wildcards are supported. For example:
`["it_ops_metrics", "server*"]`.

tag::num-top-feature-importance-values[]
Advanced configuration option. If set, feature importance for the top
most important features will be computed. Importance is calculated
using the SHAP (SHapley Additive exPlanations) method as described in
https://papers.nips.cc/paper/7062-a-unified-approach-to-interpreting-model-predictions.pdf[Lundberg, S. M., & Lee, S.-I. A Unified Approach to Interpreting Model Predictions. In NeurIPS 2017.].
end::num-top-feature-importance-values[]

+
--
NOTE: If any indices are in remote clusters then `cluster.remote.connect` must
Expand Down Expand Up @@ -920,6 +906,13 @@ total number of categories (in the {version} version of the {stack}, it's two)
to predict then we will report all category probabilities. Defaults to 2.
end::num-top-classes[]

tag::num-top-feature-importance-values[]
Advanced configuration option. If set, feature importance for the top
most important features will be computed. Importance is calculated
using the SHAP (SHapley Additive exPlanations) method as described in
https://papers.nips.cc/paper/7062-a-unified-approach-to-interpreting-model-predictions.pdf[Lundberg, S. M., & Lee, S.-I. A Unified Approach to Interpreting Model Predictions. In NeurIPS 2017.].
end::num-top-feature-importance-values[]

tag::over-field-name[]
The field used to split the data. In particular, this property is used for
analyzing the splits with respect to the history of all splits. It is used for
Expand Down Expand Up @@ -1064,6 +1057,12 @@ function.
--
end::summary-count-field-name[]

tag::tags[]
A comma delimited string of tags. A {infer} model can have many tags, or none.
When supplied, only {infer} models that contain all the supplied tags are
returned.
end::tags[]

tag::timeout-start[]
Controls the amount of time to wait until the {dfanalytics-job} starts. Defaults
to 20 seconds.
Expand Down