lightning/docs/source-fabric/examples/index.rst

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########
Examples
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.. raw:: html
<div class="display-card-container">
<div class="row">
.. 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
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.. 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
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.. 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
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: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
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.. 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
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.. displayitem::
:header: Active Learning
:description: Coming soon
:col_css: col-md-4
:height: 150
:tag: intermediate
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.. raw:: html
</div>
</div>