[DOCS] Updates terms in machine learning datafeed APIs (#44883)

docs/java-rest/high-level/ml/delete-datafeed.asciidoc

@@ -4,29 +4,30 @@
 :response: AcknowledgedResponse
 --
 [id="{upid}-delete-datafeed"]
-=== Delete Datafeed API
+=== Delete datafeed API
+
+Deletes an existing datafeed.
 
 [id="{upid}-{api}-request"]
-==== Delete Datafeed Request
+==== Delete datafeed request
 
 A +{request}+ object requires a non-null `datafeedId` and can optionally set `force`.
 
 ["source","java",subs="attributes,callouts,macros"]
 ---------------------------------------------------
 include-tagged::{doc-tests-file}[{api}-request]
 ---------------------------------------------------
-<1> Use to forcefully delete a started datafeed;
-this method is quicker than stopping and deleting the datafeed.
-Defaults to `false`.
+<1> Use to forcefully delete a started datafeed. This method is quicker than
+stopping and deleting the datafeed. Defaults to `false`.
 
 include::../execution.asciidoc[]
 
 [id="{upid}-{api}-response"]
-==== Delete Datafeed Response
+==== Delete datafeed response
 
 The returned +{response}+ object indicates the acknowledgement of the request:
 ["source","java",subs="attributes,callouts,macros"]
 ---------------------------------------------------
 include-tagged::{doc-tests-file}[{api}-response]
 ---------------------------------------------------
-<1> `isAcknowledged` was the deletion request acknowledged or not
+<1> `isAcknowledged` was the deletion request acknowledged or not.

docs/java-rest/high-level/ml/put-datafeed.asciidoc

@@ -4,25 +4,24 @@
 :response: PutDatafeedResponse
 --
 [id="{upid}-{api}"]
-=== Put Datafeed API
+=== Put datafeed API
 
-The Put Datafeed API can be used to create a new {ml} datafeed
-in the cluster. The API accepts a +{request}+ object
+Creates a new {ml} datafeed in the cluster. The API accepts a +{request}+ object
 as a request and returns a +{response}+.
 
 [id="{upid}-{api}-request"]
-==== Put Datafeed Request
+==== Put datafeed request
 
 A +{request}+ requires the following argument:
 
 ["source","java",subs="attributes,callouts,macros"]
 --------------------------------------------------
 include-tagged::{doc-tests-file}[{api}-request]
 --------------------------------------------------
-<1> The configuration of the {ml} datafeed to create
+<1> The configuration of the {ml} datafeed to create.
 
 [id="{upid}-{api}-config"]
-==== Datafeed Configuration
+==== Datafeed configuration
 
 The `DatafeedConfig` object contains all the details about the {ml} datafeed
 configuration.
@@ -33,10 +32,10 @@ A `DatafeedConfig` requires the following arguments:
 --------------------------------------------------
 include-tagged::{doc-tests-file}[{api}-config]
 --------------------------------------------------
-<1> The datafeed ID and the job ID
-<2> The indices that contain the data to retrieve and feed into the job
+<1> The datafeed ID and the {anomaly-job} ID.
+<2> The indices that contain the data to retrieve and feed into the {anomaly-job}.
 
-==== Optional Arguments
+==== Optional arguments
 The following arguments are optional:
 
 ["source","java",subs="attributes,callouts,macros"]
@@ -49,7 +48,8 @@ include-tagged::{doc-tests-file}[{api}-config-set-chunking-config]
 --------------------------------------------------
 include-tagged::{doc-tests-file}[{api}-config-set-frequency]
 --------------------------------------------------
-<1> The interval at which scheduled queries are made while the datafeed runs in real time.
+<1> The interval at which scheduled queries are made while the datafeed runs in
+real time.
 
 ["source","java",subs="attributes,callouts,macros"]
 --------------------------------------------------
@@ -72,8 +72,9 @@ The window must be larger than the Job's bucket size, but smaller than 24 hours,
 and span less than 10,000 buckets.
 Defaults to `null`, which causes an appropriate window span to be calculated when
 the datafeed runs.
-The default `check_window` span calculation is the max between `2h` or `8 * bucket_span`.
-To explicitly disable, pass `DelayedDataCheckConfig.disabledDelayedDataCheckConfig()`.
+The default `check_window` span calculation is the max between `2h` or
+`8 * bucket_span`. To explicitly disable, pass
+`DelayedDataCheckConfig.disabledDelayedDataCheckConfig()`.
 
 ["source","java",subs="attributes,callouts,macros"]
 --------------------------------------------------
@@ -101,4 +102,4 @@ default values:
 --------------------------------------------------
 include-tagged::{doc-tests-file}[{api}-response]
 --------------------------------------------------
-<1> The created datafeed
+<1> The created datafeed.

docs/java-rest/high-level/ml/start-datafeed.asciidoc

@@ -4,14 +4,13 @@
 :response: StartDatafeedResponse
 --
 [id="{upid}-{api}"]
-=== Start Datafeed API
+=== Start datafeed API
 
-The Start Datafeed API provides the ability to start a {ml} datafeed in the cluster.
-It accepts a +{request}+ object and responds
-with a +{response}+ object.
+Starts a {ml} datafeed in the cluster. It accepts a +{request}+ object and
+responds with a +{response}+ object.
 
 [id="{upid}-{api}-request"]
-==== Start Datafeed Request
+==== Start datafeed request
 
 A +{request}+ object is created referencing a non-null `datafeedId`.
 All other fields are optional for the request.
@@ -20,9 +19,9 @@ All other fields are optional for the request.
 --------------------------------------------------
 include-tagged::{doc-tests-file}[{api}-request]
 --------------------------------------------------
-<1> Constructing a new request referencing an existing `datafeedId`
+<1> Constructing a new request referencing an existing `datafeedId`.
 
-==== Optional Arguments
+==== Optional arguments
 
 The following arguments are optional.
 

docs/java-rest/high-level/ml/update-datafeed.asciidoc

@@ -4,14 +4,13 @@
 :response: PutDatafeedResponse
 --
 [id="{upid}-{api}"]
-=== Update Datafeed API
+=== Update datafeed API
 
-The Update Datafeed API can be used to update a {ml} datafeed
-in the cluster. The API accepts a +{request}+ object
+Updates a {ml} datafeed in the cluster. The API accepts a +{request}+ object
 as a request and returns a +{response}+.
 
 [id="{upid}-{api}-request"]
-==== Update Datafeed Request
+==== Update datafeed request
 
 A +{request}+ requires the following argument:
 
@@ -22,7 +21,7 @@ include-tagged::{doc-tests-file}[{api}-request]
 <1> The updated configuration of the {ml} datafeed
 
 [id="{upid}-{api}-config"]
-==== Updated Datafeed Arguments
+==== Updated datafeed arguments
 
 A `DatafeedUpdate` requires an existing non-null `datafeedId` and
 allows updating various settings.
@@ -31,12 +30,15 @@ allows updating various settings.
 --------------------------------------------------
 include-tagged::{doc-tests-file}[{api}-config]
 --------------------------------------------------
-<1> Mandatory, non-null `datafeedId` referencing an existing {ml} datafeed
-<2> Optional, set the datafeed Aggregations for data gathering
-<3> Optional, the indices that contain the data to retrieve and feed into the job
+<1> Mandatory, non-null `datafeedId` referencing an existing {ml} datafeed.
+<2> Optional, set the datafeed aggregations for data gathering.
+<3> Optional, the indices that contain the data to retrieve and feed into the
+{anomaly-job}.
 <4> Optional, specifies how data searches are split into time chunks.
-<5> Optional, the interval at which scheduled queries are made while the datafeed runs in real time.
-<6> Optional, a query to filter the search results by. Defaults to the `match_all` query.
+<5> Optional, the interval at which scheduled queries are made while the
+datafeed runs in real time.
+<6> Optional, a query to filter the search results by. Defaults to the
+`match_all` query.
 <7> Optional, the time interval behind real time that data is queried.
 <8> Optional, allows the use of script fields.
 <9> Optional, the `size` parameter used in the searches.
@@ -53,4 +55,4 @@ the updated {ml} datafeed if it has been successfully updated.
 --------------------------------------------------
 include-tagged::{doc-tests-file}[{api}-response]
 --------------------------------------------------
-<1> The updated datafeed
+<1> The updated datafeed.

docs/reference/ml/anomaly-detection/apis/put-datafeed.asciidoc

@@ -18,15 +18,15 @@ Instantiates a {dfeed}.
 [[ml-put-datafeed-prereqs]]
 ==== {api-prereq-title}
 
-* You must create a job before you create a {dfeed}.  
+* You must create an {anomaly-job} before you create a {dfeed}.  
 * If {es} {security-features} are enabled, you must have `manage_ml` or `manage`
 cluster privileges to use this API. See
 {stack-ov}/security-privileges.html[Security privileges].
 
 [[ml-put-datafeed-desc]]
 ==== {api-description-title}
 
-You can associate only one {dfeed} to each job.
+You can associate only one {dfeed} to each {anomaly-job}.
 
 [IMPORTANT]
 ====
@@ -75,7 +75,7 @@ those same roles.
 
 `job_id`::
  (Required, string) A numerical character string that uniquely identifies the
- job.
+ {anomaly-job}.
 
 `query`::
   (Optional, object) The {es} query domain-specific language (DSL). This value

docs/reference/ml/anomaly-detection/apis/start-datafeed.asciidoc

@@ -18,8 +18,8 @@ Starts one or more {dfeeds}.
 [[ml-start-datafeed-prereqs]]
 ==== {api-prereq-title}
 
-* Before you can start a {dfeed}, the job must be open. Otherwise, an error
-occurs.
+* Before you can start a {dfeed}, the {anomaly-job} must be open. Otherwise, an
+error occurs.
 * If {es} {security-features} are enabled, you must have `manage_ml` or `manage`
 cluster privileges to use this API. See
 {stack-ov}/security-privileges.html[Security privileges].
@@ -36,7 +36,8 @@ If you want to analyze from the beginning of a dataset, you can specify any date
 earlier than that beginning date.
 
 If you do not specify a start time and the {dfeed} is associated with a new
-job, the analysis starts from the earliest time for which data is available.
+{anomaly-job}, the analysis starts from the earliest time for which data is
+available.
 
 When you start a {dfeed}, you can also specify an end time. If you do so, the
 job analyzes data from the start time until the end time, at which point the

docs/reference/ml/anomaly-detection/apis/update-datafeed.asciidoc

@@ -67,7 +67,7 @@ The following properties can be updated after the {dfeed} is created:
 
 `job_id`::
  (Optional, string) A numerical character string that uniquely identifies the
- job.
+ {anomaly-job}.
 
 `query`::
   (Optional, object) The {es} query domain-specific language (DSL). This value