diff --git a/docs/en/ml/jobs.asciidoc b/docs/en/ml/jobs.asciidoc
index c13bf56f29a..52baef720ba 100644
--- a/docs/en/ml/jobs.asciidoc
+++ b/docs/en/ml/jobs.asciidoc
@@ -1,24 +1,33 @@
-[float]
[[ml-jobs]]
-=== Jobs
+=== Machine Learning Jobs
+++++
+Jobs
+++++
Machine learning jobs contain the configuration information and metadata
-necessary to perform an analytics task. For a list of the properties associated
-with a job, see {ref}/ml-job-resource.html[Job Resources].
+necessary to perform an analytics task.
-[float]
-[[ml-detectors]]
-=== Detectors
+Each job has one or more _detectors_. A detector applies an analytical function
+to specific fields in your data. For more information about the types of
+analysis you can perform, see <>.
-As part of the configuration information that is associated with a job,
-detectors define the type of analysis that needs to be done. They also specify
-which fields to analyze. You can have more than one detector in a job, which
-is more efficient than running multiple jobs against the same data. For a list
-of the properties associated with detectors, see
-{ref}/ml-job-resource.html#ml-detectorconfig[Detector Configuration Objects].
+A job can also contain properties that affect which types of entities or events
+are considered anomalous. For example, you can specify whether entities are
+analyzed relative to their own previous behavior or relative to other entities
+in a population. There are also multiple options for splitting the data into
+categories and partitions. Some of these more advanced job configurations
+are described in the following section: <>.
-[float]
-[[ml-function-overview]]
-=== Analytical functions
+For a description of all the job properties, see
+{ref}/ml-job-resource.html[Job Resources].
-See <>.
+In {kib}, there are wizards that help you create specific types of jobs, such
+as _single metric_, _multi-metric_, and _population_ jobs. A single metric job
+is just a job with a single detector and limited job properties. To have access
+to all of the job properties in {kib}, you must choose the _advanced_ job wizard.
+If you want to try creating single and multi-metrics jobs in {kib} with sample
+data, see <>.
+
+You can also optionally assign jobs to one or more _job groups_. You can use
+job groups to view the results from multiple jobs more easily and to expedite
+administrative tasks by opening or closing multiple jobs at once.
diff --git a/docs/en/ml/overview.asciidoc b/docs/en/ml/overview.asciidoc
index 4da6e97573c..b82a281acb0 100644
--- a/docs/en/ml/overview.asciidoc
+++ b/docs/en/ml/overview.asciidoc
@@ -3,9 +3,10 @@
include::analyzing.asciidoc[]
include::forecasting.asciidoc[]
+include::jobs.asciidoc[]
+include::datafeeds.asciidoc[]
include::buckets.asciidoc[]
include::calendars.asciidoc[]
-include::datafeeds.asciidoc[]
[[ml-concepts]]
=== Basic Machine Learning Terms
@@ -16,5 +17,4 @@ include::datafeeds.asciidoc[]
There are a few concepts that are core to {ml} in {xpack}. Understanding these
concepts from the outset will tremendously help ease the learning process.
-include::jobs.asciidoc[]
include::architecture.asciidoc[]