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Level 13: Run on a multi-node cluster
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In this level you'll learn to run on cloud or on-prem clusters.

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.. raw:: html

    <div class="display-card-container">
        <div class="row">


.. displayitem::
    :header: Run single or multi-node on Lightning Studios
    :description: The easiest way to scale models in the cloud. No infrastructure setup required.
    :col_css: col-md-4
    :button_link: ../clouds/lightning_ai.html
    :height: 160
    :tag: basic

.. displayitem::
   :header: Run on an on-prem cluster
   :description: Learn to train models on a general compute cluster.
   :col_css: col-md-4
   :button_link: ../clouds/cluster_intermediate_1.html
   :height: 160
   :tag: intermediate

.. displayitem::
   :header: Run on a SLURM cluster
   :description: Run models on a SLURM-managed cluster
   :col_css: col-md-4
   :button_link: ../clouds/cluster_advanced.html
   :height: 160
   :tag: intermediate

.. displayitem::
   :header: Run with Torch Distributed
   :description: Run models on a cluster with torch distributed.
   :col_css: col-md-4
   :button_link: ../clouds/cluster_intermediate_2.html
   :height: 160
   :tag: intermediate

.. raw:: html

        </div>
    </div>
