:orphan:

Examples
==================

Examples of how to use the mloptimizer library.


.. raw:: html

    <div class="sphx-glr-thumbnails">


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    <div class="sphx-glr-thumbcontainer" tooltip="Quickstart example">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_quickstart_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_quickstart.py`

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      <div class="sphx-glr-thumbnail-title">Quickstart example</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Evolution (logbook) graph">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_evolution_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_evolution.py`

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      <div class="sphx-glr-thumbnail-title">Evolution (logbook) graph</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Search space graph">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_search_space_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_search_space.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Search space graph</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Regression Example">

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  .. image:: /auto_examples/images/thumb/sphx_glr_regression_example_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_regression_example.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Regression Example</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Logistic Regression Optimization">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_logistic_regression_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_logistic_regression.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Logistic Regression Optimization</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="AdaBoost Optimization">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_adaboost_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_adaboost.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">AdaBoost Optimization</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="LightGBM Regressor Optimization">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_lightgbm_regressor_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_lightgbm_regressor.py`

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      <div class="sphx-glr-thumbnail-title">LightGBM Regressor Optimization</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="HistGradientBoosting Optimization">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_hist_gradient_boosting_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_hist_gradient_boosting.py`

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      <div class="sphx-glr-thumbnail-title">HistGradientBoosting Optimization</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Linear Models Optimization">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_linear_models_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_linear_models.py`

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      <div class="sphx-glr-thumbnail-title">Linear Models Optimization</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Neural Network (MLP) Optimization">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_mlp_neural_network_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_mlp_neural_network.py`

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      <div class="sphx-glr-thumbnail-title">Neural Network (MLP) Optimization</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="LightGBM Classifier Optimization">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_lightgbm_classifier_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_lightgbm_classifier.py`

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      <div class="sphx-glr-thumbnail-title">LightGBM Classifier Optimization</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="XGBoost optimization with MLflow tracking">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_xgboost_example_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_xgboost_example.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">XGBoost optimization with MLflow tracking</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="CatBoost optimization example">

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  .. image:: /auto_examples/images/thumb/sphx_glr_plot_catboost_example_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_catboost_example.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">CatBoost optimization example</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="1) Genetic optimization - mloptimizer 2) Grid Search - scikit-learn 3) Random Search - scikit-l...">

.. only:: html

  .. image:: /auto_examples/images/thumb/sphx_glr_plot_xgboost_hyperparam_opt_comparison_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_plot_xgboost_hyperparam_opt_comparison.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">XGBoost - Genetic vs Grid Search vs Random Search vs Bayesian Optimization</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /auto_examples/plot_quickstart
   /auto_examples/plot_evolution
   /auto_examples/plot_search_space
   /auto_examples/regression_example
   /auto_examples/plot_logistic_regression
   /auto_examples/plot_adaboost
   /auto_examples/plot_lightgbm_regressor
   /auto_examples/plot_hist_gradient_boosting
   /auto_examples/plot_linear_models
   /auto_examples/plot_mlp_neural_network
   /auto_examples/plot_lightgbm_classifier
   /auto_examples/plot_xgboost_example
   /auto_examples/plot_catboost_example
   /auto_examples/plot_xgboost_hyperparam_opt_comparison


.. only:: html

  .. container:: sphx-glr-footer sphx-glr-footer-gallery

    .. container:: sphx-glr-download sphx-glr-download-python

      :download:`Download all examples in Python source code: auto_examples_python.zip </auto_examples/auto_examples_python.zip>`

    .. container:: sphx-glr-download sphx-glr-download-jupyter

      :download:`Download all examples in Jupyter notebooks: auto_examples_jupyter.zip </auto_examples/auto_examples_jupyter.zip>`


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 .. rst-class:: sphx-glr-signature

    `Gallery generated by Sphinx-Gallery <https://sphinx-gallery.github.io>`_