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5 changes: 5 additions & 0 deletions docs/en/stack/ml/nlp/ml-nlp-deploy-models.asciidoc
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Expand Up @@ -81,6 +81,11 @@ Alternatively, you can use the
{ref}/start-trained-model-deployment.html[start trained model deployment API] or
specify the `--start` option when you run the `eland_import_hub_model` script.

NOTE: Since eland uses APIs to deploy the models, you cannot see the models in
{kib} until the saved objects are synchronized. You can follow the prompts in
{kib}, wait for automatic synchronization, or use the
{kibana-ref}/machine-learning-api-sync.html[sync {ml} saved objects API].

When you deploy the model, it is allocated to all available {ml} nodes. The
model is loaded into memory in a native process that encapsulates `libtorch`,
which is the underlying machine learning library of PyTorch.
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8 changes: 4 additions & 4 deletions docs/en/stack/ml/setup.asciidoc
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Expand Up @@ -92,10 +92,10 @@ same space as your {ml} jobs. These can be configured in **{stack-manage-app}**
> _{kib}_ > _{data-sources-caps}_.


Each {ml} job can be assigned to all, one or multiple spaces. This can be
configured in **{stack-manage-app}** > _Alerts and Insights_ >
_Machine Learning Jobs_. To assign a job to a space, select the spaces icon
shown in the job list.
Each {ml} job and trained model can be assigned to all, one, or multiple spaces.
This can be configured in **{stack-manage-app} > Alerts and Insights > Machine Learning**.
You can edit the spaces that a job or model is assigned to by clicking the
icons in the **Spaces** column.

[role="screenshot"]
image::assign-job-spaces.jpg["Assign machine learning jobs to spaces"]
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