Tune Hyperparameter Optimization Framework Examples
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.. toctree::
    :hidden:

    Ax Example <ax_example>
    HyperOpt Example <hyperopt_example>
    Bayesopt Example <bayesopt_example>
    BOHB Example <bohb_example>
    Nevergrad Example <nevergrad_example>
    Optuna Example <optuna_example>


Tune integrates with a wide variety of hyperparameter optimization frameworks
and their respective search algorithms. Here you can find detailed examples
on each of our integrations:

.. grid:: 1 2 3 4
    :gutter: 1
    :class-container: container pb-3

    .. grid-item-card::
        :img-top: ../images/ax.png
        :class-img-top: pt-2 w-75 d-block mx-auto fixed-height-img

        .. button-ref:: ax_example

            How To Use Tune With Ax

    .. grid-item-card::
        :img-top: ../images/hyperopt.png
        :class-img-top: pt-2 w-75 d-block mx-auto fixed-height-img

        .. button-ref:: hyperopt_example

            How To Use Tune With HyperOpt

    .. grid-item-card::
        :img-top: ../images/bayesopt.png
        :class-img-top: pt-2 w-75 d-block mx-auto fixed-height-img

        .. button-ref:: bayesopt_example

            How To Use Tune With BayesOpt

    .. grid-item-card::
        :img-top: ../images/bohb.png
        :class-img-top: pt-2 w-75 d-block mx-auto fixed-height-img

        .. button-ref:: bohb_example

            How To Use Tune With TuneBOHB

    .. grid-item-card::
        :img-top: ../images/nevergrad.png
        :class-img-top: pt-2 w-75 d-block mx-auto fixed-height-img

        .. button-ref:: nevergrad_example

            How To Use Tune With Nevergrad

    .. grid-item-card::
        :img-top: ../images/optuna.png
        :class-img-top: pt-2 w-75 d-block mx-auto fixed-height-img

        .. button-ref:: optuna_example

            How To Use Tune With Optuna