diff --git a/docs/java-rest/high-level/ml/delete-data-frame-analytics.asciidoc b/docs/java-rest/high-level/ml/delete-data-frame-analytics.asciidoc
index e05f4dd2be6a..0516564b3c49 100644
--- a/docs/java-rest/high-level/ml/delete-data-frame-analytics.asciidoc
+++ b/docs/java-rest/high-level/ml/delete-data-frame-analytics.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Delete {dfanalytics-jobs} API
-beta::[]
Delete an existing {dfanalytics-job}.
The API accepts a +{request}+ object as a request and returns a +{response}+.
diff --git a/docs/java-rest/high-level/ml/delete-trained-model-alias.asciidoc b/docs/java-rest/high-level/ml/delete-trained-model-alias.asciidoc
index 34195d38241a..dbd237e5c681 100644
--- a/docs/java-rest/high-level/ml/delete-trained-model-alias.asciidoc
+++ b/docs/java-rest/high-level/ml/delete-trained-model-alias.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Delete trained model alias API
-beta::[]
Deletes a trained model alias.
The API accepts a +{request}+ object as a request and returns a +{response}+.
diff --git a/docs/java-rest/high-level/ml/delete-trained-models.asciidoc b/docs/java-rest/high-level/ml/delete-trained-models.asciidoc
index b6ae1a343c4b..be741304f84b 100644
--- a/docs/java-rest/high-level/ml/delete-trained-models.asciidoc
+++ b/docs/java-rest/high-level/ml/delete-trained-models.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Delete trained models API
-beta::[]
Deletes a previously saved trained model.
The API accepts a +{request}+ object and returns a +{response}+.
diff --git a/docs/java-rest/high-level/ml/evaluate-data-frame.asciidoc b/docs/java-rest/high-level/ml/evaluate-data-frame.asciidoc
index 593ca4632def..6c1985c5d49e 100644
--- a/docs/java-rest/high-level/ml/evaluate-data-frame.asciidoc
+++ b/docs/java-rest/high-level/ml/evaluate-data-frame.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Evaluate {dfanalytics} API
-beta::[]
Evaluates the {dfanalytics} for an annotated index.
The API accepts an +{request}+ object and returns an +{response}+.
diff --git a/docs/java-rest/high-level/ml/explain-data-frame-analytics.asciidoc b/docs/java-rest/high-level/ml/explain-data-frame-analytics.asciidoc
index 6010fc084cfa..8bd734ba94e0 100644
--- a/docs/java-rest/high-level/ml/explain-data-frame-analytics.asciidoc
+++ b/docs/java-rest/high-level/ml/explain-data-frame-analytics.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Explain {dfanalytics} API
-beta::[]
Explains the following about a {dataframe-analytics-config}:
diff --git a/docs/java-rest/high-level/ml/get-data-frame-analytics-stats.asciidoc b/docs/java-rest/high-level/ml/get-data-frame-analytics-stats.asciidoc
index a57c7fe620e1..1b75a3b2bca7 100644
--- a/docs/java-rest/high-level/ml/get-data-frame-analytics-stats.asciidoc
+++ b/docs/java-rest/high-level/ml/get-data-frame-analytics-stats.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Get {dfanalytics-jobs} stats API
-beta::[]
Retrieves the operational statistics of one or more {dfanalytics-jobs}.
The API accepts a +{request}+ object and returns a +{response}+.
diff --git a/docs/java-rest/high-level/ml/get-data-frame-analytics.asciidoc b/docs/java-rest/high-level/ml/get-data-frame-analytics.asciidoc
index 8fff4bdffb18..70857e4c8085 100644
--- a/docs/java-rest/high-level/ml/get-data-frame-analytics.asciidoc
+++ b/docs/java-rest/high-level/ml/get-data-frame-analytics.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Get {dfanalytics-jobs} API
-beta::[]
Retrieves one or more {dfanalytics-jobs}.
The API accepts a +{request}+ object and returns a +{response}+.
diff --git a/docs/java-rest/high-level/ml/get-trained-models-stats.asciidoc b/docs/java-rest/high-level/ml/get-trained-models-stats.asciidoc
index 3a90c30ca834..2ee647976a53 100644
--- a/docs/java-rest/high-level/ml/get-trained-models-stats.asciidoc
+++ b/docs/java-rest/high-level/ml/get-trained-models-stats.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Get trained models stats API
-beta::[]
Retrieves one or more trained model statistics.
The API accepts a +{request}+ object and returns a +{response}+.
diff --git a/docs/java-rest/high-level/ml/get-trained-models.asciidoc b/docs/java-rest/high-level/ml/get-trained-models.asciidoc
index 733ec43fc5de..db2e6b0120da 100644
--- a/docs/java-rest/high-level/ml/get-trained-models.asciidoc
+++ b/docs/java-rest/high-level/ml/get-trained-models.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Get trained models API
-beta::[]
Retrieves one or more trained models.
The API accepts a +{request}+ object and returns a +{response}+.
diff --git a/docs/java-rest/high-level/ml/put-data-frame-analytics.asciidoc b/docs/java-rest/high-level/ml/put-data-frame-analytics.asciidoc
index e65206122632..54296d3e2f69 100644
--- a/docs/java-rest/high-level/ml/put-data-frame-analytics.asciidoc
+++ b/docs/java-rest/high-level/ml/put-data-frame-analytics.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Create {dfanalytics-jobs} API
-beta::[]
Creates a new {dfanalytics-job}.
The API accepts a +{request}+ object as a request and returns a +{response}+.
diff --git a/docs/java-rest/high-level/ml/put-trained-model-alias.asciidoc b/docs/java-rest/high-level/ml/put-trained-model-alias.asciidoc
index c857f8e852a4..cb4e4e440125 100644
--- a/docs/java-rest/high-level/ml/put-trained-model-alias.asciidoc
+++ b/docs/java-rest/high-level/ml/put-trained-model-alias.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Create or update trained model alias API
-beta::[]
Creates or reassigns a trained model alias.
The API accepts a +{request}+ object as a request and returns a +{response}+.
diff --git a/docs/java-rest/high-level/ml/put-trained-model.asciidoc b/docs/java-rest/high-level/ml/put-trained-model.asciidoc
index a1b791ae3cd6..b28ae7be5028 100644
--- a/docs/java-rest/high-level/ml/put-trained-model.asciidoc
+++ b/docs/java-rest/high-level/ml/put-trained-model.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Create trained models API
-beta::[]
Creates a new trained model for inference.
The API accepts a +{request}+ object as a request and returns a +{response}+.
diff --git a/docs/java-rest/high-level/ml/start-data-frame-analytics.asciidoc b/docs/java-rest/high-level/ml/start-data-frame-analytics.asciidoc
index 47b178f66599..1c97b52c52c7 100644
--- a/docs/java-rest/high-level/ml/start-data-frame-analytics.asciidoc
+++ b/docs/java-rest/high-level/ml/start-data-frame-analytics.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Start {dfanalytics-jobs} API
-beta::[]
Starts an existing {dfanalytics-job}.
It accepts a +{request}+ object and responds with a +{response}+ object.
diff --git a/docs/java-rest/high-level/ml/stop-data-frame-analytics.asciidoc b/docs/java-rest/high-level/ml/stop-data-frame-analytics.asciidoc
index d09ea566839e..069244a14172 100644
--- a/docs/java-rest/high-level/ml/stop-data-frame-analytics.asciidoc
+++ b/docs/java-rest/high-level/ml/stop-data-frame-analytics.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Stop {dfanalytics-jobs} API
-beta::[]
Stops a running {dfanalytics-job}.
It accepts a +{request}+ object and responds with a +{response}+ object.
diff --git a/docs/java-rest/high-level/ml/update-data-frame-analytics.asciidoc b/docs/java-rest/high-level/ml/update-data-frame-analytics.asciidoc
index e6b78f6e1bac..3d20ec38552f 100644
--- a/docs/java-rest/high-level/ml/update-data-frame-analytics.asciidoc
+++ b/docs/java-rest/high-level/ml/update-data-frame-analytics.asciidoc
@@ -7,7 +7,6 @@
[id="{upid}-{api}"]
=== Update {dfanalytics-jobs} API
-beta::[]
Updates an existing {dfanalytics-job}.
The API accepts an +{request}+ object as a request and returns an +{response}+.
diff --git a/docs/reference/aggregations/pipeline/inference-bucket-aggregation.asciidoc b/docs/reference/aggregations/pipeline/inference-bucket-aggregation.asciidoc
index 3d4bab3e78a4..e718512653f0 100644
--- a/docs/reference/aggregations/pipeline/inference-bucket-aggregation.asciidoc
+++ b/docs/reference/aggregations/pipeline/inference-bucket-aggregation.asciidoc
@@ -6,13 +6,13 @@
{infer-cap} bucket
++++
-beta::[]
A parent pipeline aggregation which loads a pre-trained model and performs
{infer} on the collated result fields from the parent bucket aggregation.
To use the {infer} bucket aggregation, you need to have the same security
-privileges that are required for using the <>.
+privileges that are required for using the
+<>.
[[inference-bucket-agg-syntax]]
==== Syntax
diff --git a/docs/reference/ingest/processors/inference.asciidoc b/docs/reference/ingest/processors/inference.asciidoc
index fbbc95a29f20..5b5cf66444eb 100644
--- a/docs/reference/ingest/processors/inference.asciidoc
+++ b/docs/reference/ingest/processors/inference.asciidoc
@@ -6,7 +6,6 @@
{infer-cap}
++++
-beta::[]
Uses a pre-trained {dfanalytics} model to infer against the data that is being
ingested in the pipeline.
diff --git a/docs/reference/ml/df-analytics/apis/delete-dfanalytics.asciidoc b/docs/reference/ml/df-analytics/apis/delete-dfanalytics.asciidoc
index 689c375630f7..df6623d4863e 100644
--- a/docs/reference/ml/df-analytics/apis/delete-dfanalytics.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/delete-dfanalytics.asciidoc
@@ -9,8 +9,6 @@
Deletes an existing {dfanalytics-job}.
-beta::[]
-
[[ml-delete-dfanalytics-request]]
== {api-request-title}
diff --git a/docs/reference/ml/df-analytics/apis/delete-trained-models-aliases.asciidoc b/docs/reference/ml/df-analytics/apis/delete-trained-models-aliases.asciidoc
index d8bc1d9484cc..9a92a4298a0c 100644
--- a/docs/reference/ml/df-analytics/apis/delete-trained-models-aliases.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/delete-trained-models-aliases.asciidoc
@@ -9,7 +9,6 @@
Deletes a trained model alias.
-beta::[]
[[ml-delete-trained-models-aliases-request]]
== {api-request-title}
diff --git a/docs/reference/ml/df-analytics/apis/delete-trained-models.asciidoc b/docs/reference/ml/df-analytics/apis/delete-trained-models.asciidoc
index 1e79b3208ef8..67140235b869 100644
--- a/docs/reference/ml/df-analytics/apis/delete-trained-models.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/delete-trained-models.asciidoc
@@ -10,8 +10,6 @@
Deletes an existing trained {infer} model that is currently not referenced by an
ingest pipeline.
-beta::[]
-
[[ml-delete-trained-models-request]]
== {api-request-title}
diff --git a/docs/reference/ml/df-analytics/apis/evaluate-dfanalytics.asciidoc b/docs/reference/ml/df-analytics/apis/evaluate-dfanalytics.asciidoc
index e8199fa1b730..02feb5597d34 100644
--- a/docs/reference/ml/df-analytics/apis/evaluate-dfanalytics.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/evaluate-dfanalytics.asciidoc
@@ -10,8 +10,6 @@
Evaluates the {dfanalytics} for an annotated index.
-beta::[]
-
[[ml-evaluate-dfanalytics-request]]
== {api-request-title}
diff --git a/docs/reference/ml/df-analytics/apis/explain-dfanalytics.asciidoc b/docs/reference/ml/df-analytics/apis/explain-dfanalytics.asciidoc
index 50326613d478..4cc580d1dacb 100644
--- a/docs/reference/ml/df-analytics/apis/explain-dfanalytics.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/explain-dfanalytics.asciidoc
@@ -10,8 +10,6 @@
Explains a {dataframe-analytics-config}.
-beta::[]
-
[[ml-explain-dfanalytics-request]]
== {api-request-title}
diff --git a/docs/reference/ml/df-analytics/apis/get-dfanalytics-stats.asciidoc b/docs/reference/ml/df-analytics/apis/get-dfanalytics-stats.asciidoc
index ba572e4a59f8..2ebc0bc0d23c 100644
--- a/docs/reference/ml/df-analytics/apis/get-dfanalytics-stats.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/get-dfanalytics-stats.asciidoc
@@ -9,7 +9,6 @@
Retrieves usage information for {dfanalytics-jobs}.
-beta::[]
[[ml-get-dfanalytics-stats-request]]
== {api-request-title}
diff --git a/docs/reference/ml/df-analytics/apis/get-dfanalytics.asciidoc b/docs/reference/ml/df-analytics/apis/get-dfanalytics.asciidoc
index 4eb90dd28e29..3fe1d5b052b5 100644
--- a/docs/reference/ml/df-analytics/apis/get-dfanalytics.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/get-dfanalytics.asciidoc
@@ -9,8 +9,6 @@
Retrieves configuration information for {dfanalytics-jobs}.
-beta::[]
-
[[ml-get-dfanalytics-request]]
== {api-request-title}
diff --git a/docs/reference/ml/df-analytics/apis/get-trained-models-stats.asciidoc b/docs/reference/ml/df-analytics/apis/get-trained-models-stats.asciidoc
index 2c6b15777a12..d66bee1f2079 100644
--- a/docs/reference/ml/df-analytics/apis/get-trained-models-stats.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/get-trained-models-stats.asciidoc
@@ -9,8 +9,6 @@
Retrieves usage information for trained models.
-beta::[]
-
[[ml-get-trained-models-stats-request]]
== {api-request-title}
diff --git a/docs/reference/ml/df-analytics/apis/get-trained-models.asciidoc b/docs/reference/ml/df-analytics/apis/get-trained-models.asciidoc
index e103d0031ae8..b17c598400b8 100644
--- a/docs/reference/ml/df-analytics/apis/get-trained-models.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/get-trained-models.asciidoc
@@ -9,8 +9,6 @@
Retrieves configuration information for a trained model.
-beta::[]
-
[[ml-get-trained-models-request]]
== {api-request-title}
diff --git a/docs/reference/ml/df-analytics/apis/preview-dfanalytics.asciidoc b/docs/reference/ml/df-analytics/apis/preview-dfanalytics.asciidoc
index c8a537fc15c5..4c7866d70263 100644
--- a/docs/reference/ml/df-analytics/apis/preview-dfanalytics.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/preview-dfanalytics.asciidoc
@@ -10,8 +10,6 @@
Previews the features used by a {dataframe-analytics-config}.
-beta::[]
-
[[ml-preview-dfanalytics-request]]
== {api-request-title}
diff --git a/docs/reference/ml/df-analytics/apis/put-dfanalytics.asciidoc b/docs/reference/ml/df-analytics/apis/put-dfanalytics.asciidoc
index c63b686e1eef..d9c08b51fad5 100644
--- a/docs/reference/ml/df-analytics/apis/put-dfanalytics.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/put-dfanalytics.asciidoc
@@ -9,7 +9,6 @@
Instantiates a {dfanalytics-job}.
-beta::[]
[[ml-put-dfanalytics-request]]
== {api-request-title}
diff --git a/docs/reference/ml/df-analytics/apis/put-trained-models-aliases.asciidoc b/docs/reference/ml/df-analytics/apis/put-trained-models-aliases.asciidoc
index 4dd1ad13a0cf..212dbf979303 100644
--- a/docs/reference/ml/df-analytics/apis/put-trained-models-aliases.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/put-trained-models-aliases.asciidoc
@@ -7,7 +7,6 @@
Create or update trained model aliases
++++
-beta::[]
Creates or updates a trained model alias.
diff --git a/docs/reference/ml/df-analytics/apis/put-trained-models.asciidoc b/docs/reference/ml/df-analytics/apis/put-trained-models.asciidoc
index ec804a583cd9..c4d8aef00519 100644
--- a/docs/reference/ml/df-analytics/apis/put-trained-models.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/put-trained-models.asciidoc
@@ -15,9 +15,6 @@ WARNING: Models created in version 7.8.0 are not backwards compatible
a 7.8.0 node.
-beta::[]
-
-
[[ml-put-trained-models-request]]
== {api-request-title}
diff --git a/docs/reference/ml/df-analytics/apis/start-dfanalytics.asciidoc b/docs/reference/ml/df-analytics/apis/start-dfanalytics.asciidoc
index 84f810c71df3..65048c534392 100644
--- a/docs/reference/ml/df-analytics/apis/start-dfanalytics.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/start-dfanalytics.asciidoc
@@ -10,7 +10,6 @@
Starts a {dfanalytics-job}.
-beta::[]
[[ml-start-dfanalytics-request]]
== {api-request-title}
diff --git a/docs/reference/ml/df-analytics/apis/stop-dfanalytics.asciidoc b/docs/reference/ml/df-analytics/apis/stop-dfanalytics.asciidoc
index 9e74be703807..f28fc1afbecf 100644
--- a/docs/reference/ml/df-analytics/apis/stop-dfanalytics.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/stop-dfanalytics.asciidoc
@@ -10,7 +10,6 @@
Stops one or more {dfanalytics-jobs}.
-beta::[]
[[ml-stop-dfanalytics-request]]
== {api-request-title}
diff --git a/docs/reference/ml/df-analytics/apis/update-dfanalytics.asciidoc b/docs/reference/ml/df-analytics/apis/update-dfanalytics.asciidoc
index 9aaa9ded2fdc..31b2b706d446 100644
--- a/docs/reference/ml/df-analytics/apis/update-dfanalytics.asciidoc
+++ b/docs/reference/ml/df-analytics/apis/update-dfanalytics.asciidoc
@@ -9,7 +9,6 @@
Updates an existing {dfanalytics-job}.
-beta::[]
[[ml-update-dfanalytics-request]]
== {api-request-title}