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[7.x] [DOCS] Expands inference conceptual with a note about aliases. (#1593) #1594

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8 changes: 8 additions & 0 deletions docs/en/stack/ml/df-analytics/ml-inference.asciidoc
Original file line number Diff line number Diff line change
Expand Up @@ -50,3 +50,11 @@ Check the
{ref}/search-aggregations-pipeline-inference-bucket-aggregation.html[{infer} bucket aggregation]
and {ref}/ml-df-analytics-apis.html[the {ml} {dfanalytics} API documentation] to
learn more about the feature.

NOTE: If you use trained model aliases to reference your trained model in an
{infer} processor or {infer} aggregation, you can replace your trained model
with a new one without the need of updating the processor or the aggregation.
Reassign the alias you used to a new trained model ID by using the
{ref}/put-trained-models-aliases.html[Create or update trained model aliases API].
The new trained model needs to use the same type of {dfanalytics} as the old
one.