.. _grid:

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Train on the cloud
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**Audience:** Users who want to develop and train models on the cloud (public cloud, private cloud or onprem clusters).

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   :header: 1: Access a GPU machine on the cloud
   :description: Learn to train models using an interactive cloud machine.
   :col_css: col-md-4
   :button_link: session_basic.html
   :height: 200
   :tag: basic

.. displayitem::
   :header: 2: Run a model in the background on the cloud
   :description: Learn to run a model in the background on a cloud machine.
   :col_css: col-md-4
   :button_link: run_basic.html
   :height: 200
   :tag: intermediate

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   :header: 3: Save up to 80% on cloud costs with fault-tolerant training
   :description: Run on the cloud for 1/10th the price with fault-tolerant training.
   :col_css: col-md-4
   :button_link: fault_tolerant_training_basic.html
   :height: 200
   :tag: intermediate

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   :header: 4: Run many models at once
   :description: Run many models at once (sweep) to find the best performing model.
   :col_css: col-md-4
   :button_link: run_intermediate.html
   :height: 200
   :tag: intermediate

.. displayitem::
   :header: 5: Run on your own cloud
   :description: Learn how to run on your Company or University private clouds.
   :col_css: col-md-4
   :button_link: run_expert.html
   :height: 200
   :tag: expert

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    <video width="100%" max-width="400px" controls
    poster="https://grid-docs.s3.us-east-2.amazonaws.com/grid.png"
    src="https://pl-bolts-doc-images.s3.us-east-2.amazonaws.com/pl_docs/grid.mp4"></video>


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`Grid.ai <https://www.grid.ai/>`_ is the official cloud training solution for PyTorch Lightning. Grid is designed to support researcher workloads at both academic labs and major companies.

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