78 lines
2.3 KiB
ReStructuredText
78 lines
2.3 KiB
ReStructuredText
########
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Examples
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########
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.. raw:: html
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<div class="display-card-container">
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<div class="row">
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.. displayitem::
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:header: Image Classification
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:description: Train an image classifier on the MNIST dataset
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:button_link: https://github.com/Lightning-AI/lightning/blob/master/examples/fabric/image_classifier
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:col_css: col-md-4
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:height: 150
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:tag: basic
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.. displayitem::
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:header: Transformer Language Model
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:description: A simple language model that learns to predict the next word in a sentence
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:button_link: https://github.com/Lightning-AI/lightning/blob/master/examples/fabric/language_model
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:col_css: col-md-4
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:height: 150
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:tag: basic
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.. displayitem::
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:header: GAN
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:description: Train a GAN that generates realistic human faces
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:button_link: https://github.com/Lightning-AI/lightning/blob/master/examples/fabric/dcgan
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:col_css: col-md-4
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:height: 150
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:tag: intermediate
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.. displayitem::
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:header: Meta-Learning
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:description: Distributed training with the MAML algorithm on the Omniglot and MiniImagenet datasets
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:button_link: https://github.com/Lightning-AI/lightning/blob/master/examples/fabric/meta_learning
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:col_css: col-md-4
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:height: 150
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:tag: intermediate
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.. displayitem::
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:header: Large Language Models
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:description: Pre-train a GPT language model on OpenWebText data
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:button_link: https://github.com/Lightning-AI/lit-gpt/blob/main/pretrain/openwebtext.py
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:col_css: col-md-4
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:height: 150
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:tag: advanced
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.. displayitem::
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:header: Reinforcement Learning
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:description: Implementation of the Proximal Policy Optimization (PPO) algorithm with multi-GPU support
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:button_link: https://github.com/Lightning-AI/lightning/blob/master/examples/fabric/reinforcement_learning
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:col_css: col-md-4
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:height: 150
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:tag: intermediate
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.. displayitem::
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:header: K-Fold Cross Validation
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:description: Cross validation helps you estimate the generalization error of a model and select the best one.
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:button_link: https://github.com/Lightning-AI/lightning/tree/master/examples/fabric/kfold_cv
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:col_css: col-md-4
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:height: 150
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:tag: intermediate
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.. displayitem::
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:header: Active Learning
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:description: Coming soon
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:col_css: col-md-4
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:height: 150
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:tag: intermediate
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.. raw:: html
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</div>
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</div>
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