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Examples
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.. displayitem::
    :header: Image Classification
    :description: Train an image classifier on the MNIST dataset
    :button_link: https://github.com/Lightning-AI/lightning/blob/master/examples/fabric/image_classifier
    :col_css: col-md-4
    :height: 150
    :tag: basic

.. displayitem::
    :header: Transformer Language Model
    :description: A simple language model that learns to predict the next word in a sentence
    :button_link: https://github.com/Lightning-AI/lightning/blob/master/examples/fabric/language_model
    :col_css: col-md-4
    :height: 150
    :tag: basic

.. displayitem::
    :header: GAN
    :description: Train a GAN that generates realistic human faces
    :button_link: https://github.com/Lightning-AI/lightning/blob/master/examples/fabric/dcgan
    :col_css: col-md-4
    :height: 150
    :tag: intermediate

.. displayitem::
    :header: Meta-Learning
    :description: Distributed training with the MAML algorithm on the Omniglot and MiniImagenet datasets
    :button_link: https://github.com/Lightning-AI/lightning/blob/master/examples/fabric/meta_learning
    :col_css: col-md-4
    :height: 150
    :tag: intermediate

.. displayitem::
    :header: Large Language Models
    :description: Pre-train a GPT language model on OpenWebText data
    :button_link: https://github.com/Lightning-AI/lit-gpt/blob/main/pretrain/openwebtext.py
    :col_css: col-md-4
    :height: 150
    :tag: advanced

.. displayitem::
    :header: Reinforcement Learning
    :description: Implementation of the Proximal Policy Optimization (PPO) algorithm with multi-GPU support
    :button_link: https://github.com/Lightning-AI/lightning/blob/master/examples/fabric/reinforcement_learning
    :col_css: col-md-4
    :height: 150
    :tag: intermediate

.. displayitem::
    :header: K-Fold Cross Validation
    :description: Cross validation helps you estimate the generalization error of a model and select the best one.
    :button_link: https://github.com/Lightning-AI/lightning/tree/master/examples/fabric/kfold_cv
    :col_css: col-md-4
    :height: 150
    :tag: intermediate

.. displayitem::
    :header: Active Learning
    :description: Coming soon
    :col_css: col-md-4
    :height: 150
    :tag: intermediate


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