diff --git a/docs/60_upgrade_guide.html b/docs/60_upgrade_guide.html
index 5898eacea..fa81207a9 100644
--- a/docs/60_upgrade_guide.html
+++ b/docs/60_upgrade_guide.html
@@ -861,7 +861,7 @@
[[Upgrade Elasticsearch for Hadoop to 5.6.|https://www.elastic.co/guide/en/elasticsearch/hadoop/5.6/install.html]]\
<<endif>>\!!!Upgrade to 6.3
<<if $xpack_ml>>\
-[[Stop any running Machine Learning jobs.|https://www.elastic.co/guide/en/elastic-stack-overview/6.3/stopping-ml.html]]
+[[Stop any running Machine Learning jobs.|https://www.elastic.co/guide/en/machine-learning/6.3/stopping-ml.html]]
<<endif>>\
<<if $hadoop>>\
<span class="pseudo-link">Disable ingestion from Hadoop while you upgrade the stack.</span>
diff --git a/docs/en/siem/machine-learning.asciidoc b/docs/en/siem/machine-learning.asciidoc
index 02439ba43..50b480538 100644
--- a/docs/en/siem/machine-learning.asciidoc
+++ b/docs/en/siem/machine-learning.asciidoc
@@ -53,7 +53,7 @@ anomaly results to reduce the number of false positive, see < Management -> Advanced Settings -> `siem:defaultAnomalyScore`.
[[prebuilt-ml-jobs]]
diff --git a/docs/en/siem/tune-anomaly-results.asciidoc b/docs/en/siem/tune-anomaly-results.asciidoc
index ea49cef72..6960aec53 100644
--- a/docs/en/siem/tune-anomaly-results.asciidoc
+++ b/docs/en/siem/tune-anomaly-results.asciidoc
@@ -59,7 +59,7 @@ example).
.. The filter you created as part of the <> procedure.
+
TIP: For more information about detectors, see
-{stack-ov}/ml-jobs.html[Anomaly detection jobs].
+{ml-docs}/ml-jobs.html[Anomaly detection jobs].
. Click *Save*.
diff --git a/docs/en/stack/ml/anomaly-detection/create-jobs.asciidoc b/docs/en/stack/ml/anomaly-detection/create-jobs.asciidoc
index 016819568..2470acf94 100644
--- a/docs/en/stack/ml/anomaly-detection/create-jobs.asciidoc
+++ b/docs/en/stack/ml/anomaly-detection/create-jobs.asciidoc
@@ -22,7 +22,7 @@ than running multiple jobs against the same data.
A _population job_ detects activity that is unusual compared to the behavior of
the population. For more information, see
-{stack-ov}/ml-configuring-pop.html[Performing population analysis].
+{ml-docs}/ml-configuring-pop.html[Performing population analysis].
An _advanced job_ can contain multiple detectors and enables you to configure all
job settings.
@@ -73,7 +73,7 @@ create and manage jobs and post data to them. For more information, see
////
Ready to get some hands-on experience? See
-{stack-ov}/ml-getting-started.html[Getting Started with Machine Learning].
+{ml-docs}/ml-getting-started.html[Getting Started with Machine Learning].
The following video tutorials also demonstrate single metric, multi-metric, and
advanced jobs: