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[DOCS] Fixes links (#31011)
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x-pack/docs/en/ml/architecture.asciidoc

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@@ -6,4 +6,5 @@ A {ml} node is a node that has `xpack.ml.enabled` and `node.ml` set to `true`,
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which is the default behavior. If you set `node.ml` to `false`, the node can
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service API requests but it cannot run jobs. If you want to use {xpackml}
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features, there must be at least one {ml} node in your cluster. For more
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information about this setting, see <<xpack-settings>>.
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information about this setting, see
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{ref}/ml-settings.html[{ml} settings in {es}].

x-pack/docs/en/ml/configuring.asciidoc

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If you want to use {xpackml} features, there must be at least one {ml} node in
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your cluster and all master-eligible nodes must have {ml} enabled. By default,
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all nodes are {ml} nodes. For more information about these settings, see
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<<xpack-settings>>.
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all nodes are {ml} nodes. For more information about these settings, see
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{ref}/modules-node.html#modules-node-xpack[{ml} nodes].
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To use the {xpackml} features to analyze your data, you must create a job and
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send your data to that job.

x-pack/docs/en/ml/getting-started-next.asciidoc

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@@ -51,5 +51,5 @@ multi-metric jobs and split the data or create more complex analysis functions
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as necessary. For examples of more complicated configuration options, see
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<<ml-configuring>>.
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If you encounter problems, we're here to help. See <<xpack-help>> and
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If you encounter problems, we're here to help. See <<help>> and
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<<ml-troubleshooting>>.

x-pack/docs/en/ml/getting-started.asciidoc

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[[ml-getting-started]]
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== Getting Started with Machine Learning
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== Getting started with machine learning
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++++
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<titleabbrev>Getting Started</titleabbrev>
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<titleabbrev>Getting started</titleabbrev>
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++++
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Ready to get some hands-on experience with the {xpackml} features? This
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If you have multiple nodes in your cluster, you can optionally dedicate nodes to
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specific purposes. If you want to control which nodes are
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_machine learning nodes_ or limit which nodes run resource-intensive
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activity related to jobs, see <<xpack-settings>>.
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activity related to jobs, see
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{ref}/modules-node.html#modules-node-xpack[{ml} node settings].
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[float]
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[[ml-gs-users]]

x-pack/docs/en/ml/troubleshooting.asciidoc

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* <<ml-rollingupgrade>>
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* <<ml-mappingclash>>
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To get help, see <<xpack-help>>.
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To get help, see <<help>>.
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[[ml-rollingupgrade]]
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=== Machine learning features unavailable after rolling upgrade

x-pack/docs/en/security/troubleshooting.asciidoc

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* <<trb-security-setup>>
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To get help, see <<xpack-help>>.
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To get help, see <<help>>.
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[[security-trb-settings]]
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=== Some settings are not returned via the nodes settings API

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