[DOCS] Expanded conceptual information about jobs (elastic/x-pack-elasticsearch#3332)
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[float]
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[[ml-jobs]]
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=== Jobs
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=== Machine Learning Jobs
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++++
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<titleabbrev>Jobs</titleabbrev>
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Machine learning jobs contain the configuration information and metadata
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necessary to perform an analytics task. For a list of the properties associated
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with a job, see {ref}/ml-job-resource.html[Job Resources].
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necessary to perform an analytics task.
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[float]
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[[ml-detectors]]
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=== Detectors
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Each job has one or more _detectors_. A detector applies an analytical function
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to specific fields in your data. For more information about the types of
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analysis you can perform, see <<ml-functions>>.
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As part of the configuration information that is associated with a job,
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detectors define the type of analysis that needs to be done. They also specify
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which fields to analyze. You can have more than one detector in a job, which
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is more efficient than running multiple jobs against the same data. For a list
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of the properties associated with detectors, see
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{ref}/ml-job-resource.html#ml-detectorconfig[Detector Configuration Objects].
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A job can also contain properties that affect which types of entities or events
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are considered anomalous. For example, you can specify whether entities are
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analyzed relative to their own previous behavior or relative to other entities
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in a population. There are also multiple options for splitting the data into
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categories and partitions. Some of these more advanced job configurations
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are described in the following section: <<ml-configuring>>.
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[float]
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[[ml-function-overview]]
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=== Analytical functions
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For a description of all the job properties, see
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{ref}/ml-job-resource.html[Job Resources].
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See <<ml-functions>>.
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In {kib}, there are wizards that help you create specific types of jobs, such
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as _single metric_, _multi-metric_, and _population_ jobs. A single metric job
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is just a job with a single detector and limited job properties. To have access
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to all of the job properties in {kib}, you must choose the _advanced_ job wizard.
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If you want to try creating single and multi-metrics jobs in {kib} with sample
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data, see <<ml-getting-started>>.
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You can also optionally assign jobs to one or more _job groups_. You can use
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job groups to view the results from multiple jobs more easily and to expedite
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administrative tasks by opening or closing multiple jobs at once.
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include::analyzing.asciidoc[]
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include::forecasting.asciidoc[]
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include::jobs.asciidoc[]
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include::datafeeds.asciidoc[]
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include::buckets.asciidoc[]
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include::calendars.asciidoc[]
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include::datafeeds.asciidoc[]
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[[ml-concepts]]
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=== Basic Machine Learning Terms
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There are a few concepts that are core to {ml} in {xpack}. Understanding these
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concepts from the outset will tremendously help ease the learning process.
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include::jobs.asciidoc[]
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include::architecture.asciidoc[]
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