:orphan:

################
Common Workflows
################

Customize and extend Lightning for things like custom hardware or distributed strategies.


.. raw:: html

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

.. Add callout items below this line

.. displayitem::
   :header: Avoid overfitting
   :description: Add a training and test loop.
   :col_css: col-md-12
   :button_link: common/evaluation.html
   :height: 100

.. displayitem::
   :header: Build a model
   :description: Steps to build a model.
   :col_css: col-md-12
   :button_link: model/build_model.html
   :height: 100

.. displayitem::
   :header: Configure hyperparameters from the CLI
   :description: Enable basic CLI with Lightning.
   :col_css: col-md-12
   :button_link: common/hyperparameters.html
   :height: 100

.. displayitem::
   :header: Customize the progress bar
   :description: Change the progress bar behavior.
   :col_css: col-md-12
   :button_link: common/progress_bar.html
   :height: 100

.. displayitem::
   :header: Deploy models into production
   :description: Deploy models with different levels of scale.
   :col_css: col-md-12
   :button_link: deploy/production.html
   :height: 100

.. displayitem::
   :header: Effective Training Techniques
   :description: Explore advanced training techniques.
   :col_css: col-md-12
   :button_link: advanced/training_tricks.html
   :height: 100

.. displayitem::
   :header: Eliminate config boilerplate
   :description: Control your training via CLI and YAML.
   :col_css: col-md-12
   :button_link: cli/lightning_cli.html
   :height: 100

.. displayitem::
   :header: Find bottlenecks in your code
   :description: Learn to find bottlenecks in your code.
   :col_css: col-md-12
   :button_link: tuning/profiler.html
   :height: 100

.. displayitem::
   :header: Finetune a model
   :description: Learn to use pretrained models
   :col_css: col-md-12
   :button_link: advanced/transfer_learning.html
   :height: 100

.. displayitem::
   :header: Manage Experiments
   :description: Learn to track and visualize experiments
   :col_css: col-md-12
   :button_link: visualize/logging_intermediate.html
   :height: 100

.. displayitem::
   :header: Run on an on-prem cluster
   :description: Learn to run on your own cluster
   :col_css: col-md-12
   :button_link: clouds/cluster.html
   :height: 100

.. displayitem::
   :header: Save and load model progress
   :description: Save and load progress with checkpoints.
   :col_css: col-md-12
   :button_link: common/checkpointing_basic.html
   :height: 100

.. displayitem::
   :header: Save memory with half-precision
   :description: Enable half-precision to train faster and save memory.
   :col_css: col-md-12
   :button_link: common/precision.html
   :height: 100

.. displayitem::
   :header: Train models with billions of parameters
   :description: Scale GPU training to models with billions of parameters
   :col_css: col-md-12
   :button_link: advanced/model_parallel.html
   :height: 100

.. displayitem::
   :header: Train in a notebook
   :description: Train models in interactive notebooks (Jupyter, Colab, Kaggle, etc.)
   :col_css: col-md-12
   :button_link: common/notebooks.html
   :height: 100

.. displayitem::
   :header: Train on single or multiple GPUs
   :description: Train models faster with GPUs.
   :col_css: col-md-12
   :button_link: accelerators/gpu.html
   :height: 100

.. displayitem::
   :header: Train on single or multiple HPUs
   :description: Train models faster with HPUs.
   :col_css: col-md-12
   :button_link: integrations/hpu/index.html
   :height: 100

.. displayitem::
   :header: Train on single or multiple IPUs
   :description: Train models faster with IPUs.
   :col_css: col-md-12
   :button_link: integrations/ipu/index.html
   :height: 100

.. displayitem::
   :header: Train on single or multiple TPUs
   :description: Train models faster with TPUs.
   :col_css: col-md-12
   :button_link: accelerators/tpu.html
   :height: 100

.. displayitem::
   :header: Track and Visualize Experiments
   :description: Learn to track and visualize experiments
   :col_css: col-md-12
   :button_link: visualize/logging_intermediate.html
   :height: 100

.. displayitem::
   :header: Use a pure PyTorch training loop
   :description: Run your pure PyTorch loop with Lightning.
   :col_css: col-md-12
   :button_link: model/own_your_loop.html
   :height: 100

.. raw:: html

        </div>
    </div>