Examples using Ray Tune with ML Frameworks
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Ray Tune integrates with many popular machine learning frameworks.
Here you find a few practical examples showing you how to tune your models.
At the end of these guides you will often find links to even more examples.

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        :img-top: /images/tune-sklearn.png
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        .. button-ref:: tune-sklearn

            How To Use Tune's Scikit-Learn Adapters?

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        :img-top: /images/keras.png
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        .. button-ref:: tune-mnist-keras

            How To Use Tune With Keras & TF Models

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        :img-top: /images/pytorch_logo.png
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        .. button-ref:: tune-pytorch-cifar-ref

            How To Use Tune With PyTorch Models

    .. grid-item-card::
        :img-top: /images/pytorch_lightning_small.png
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        .. button-ref:: tune-pytorch-lightning-ref

            How To Tune PyTorch Lightning Models

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        :img-top: /images/serve.svg
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        .. button-ref:: tune-serve-integration-mnist

            Model Selection & Serving With Ray Serve

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        :img-top: /rllib/images/rllib-logo.png
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        .. button-ref:: tune-rllib-example

            Tuning RL Experiments With Ray Tune & Ray Serve

    .. grid-item-card::
        :img-top: /images/xgboost_logo.png
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        .. button-ref:: tune-xgboost-ref

            A Guide To Tuning XGBoost Parameters With Tune

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        :img-top: /images/lightgbm_logo.png
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        .. button-ref:: tune-lightgbm-example

            A Guide To Tuning LightGBM Parameters With Tune

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        :img-top: /images/horovod.png
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        .. button-ref:: tune-horovod-example

            A Guide To Tuning Horovod Parameters With Tune

    .. grid-item-card::
        :img-top: /images/hugging.png
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        .. button-ref:: tune-huggingface-example

            A Guide To Tuning Huggingface Transformers With Tune
    
    .. grid-item-card::
        :img-top: /images/tune.png
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        .. button-ref:: tune_train_tf_example

            End-to-end Example for Tuning a TensorFlow Model

    .. grid-item-card::
        :img-top: /images/tune.png
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        .. button-ref:: tune_train_torch_example

            End-to-end Example for Tuning a PyTorch Model with PBT