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.. _sphx_glr_auto_examples:

.. _general_examples:

Examples
========

Miscellaneous examples
----------------------

Miscellaneous and introductory examples for scikit-optimize.




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    <div class="sphx-glr-thumbcontainer" tooltip="Iaroslav Shcherbatyi, May 2017. Reviewed by Manoj Kumar and Tim Head. Reformatted by Holger Nah...">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_parallel-optimization_thumb.png
     :alt: Parallel optimization

     :ref:`sphx_glr_auto_examples_parallel-optimization.py`

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   /auto_examples/parallel-optimization

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    <div class="sphx-glr-thumbcontainer" tooltip="Mikhail Pak, October 2016. Reformatted by Holger Nahrstaedt 2020">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_store-and-load-results_thumb.png
     :alt: Store and load `skopt` optimization results

     :ref:`sphx_glr_auto_examples_store-and-load-results.py`

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   /auto_examples/store-and-load-results

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    <div class="sphx-glr-thumbcontainer" tooltip="Christian Schell, Mai 2018 Reformatted by Holger Nahrstaedt 2020">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_interruptible-optimization_thumb.png
     :alt: Interruptible optimization runs with checkpoints

     :ref:`sphx_glr_auto_examples_interruptible-optimization.py`

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   /auto_examples/interruptible-optimization

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    <div class="sphx-glr-thumbcontainer" tooltip="Gilles Louppe, July 2016 Katie Malone, August 2016 Reformatted by Holger Nahrstaedt 2020">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_hyperparameter-optimization_thumb.png
     :alt: Tuning a scikit-learn estimator with `skopt`

     :ref:`sphx_glr_auto_examples_hyperparameter-optimization.py`

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   /auto_examples/hyperparameter-optimization

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 .. figure:: /auto_examples/images/thumb/sphx_glr_ask-and-tell_thumb.png
     :alt: Async optimization Loop

     :ref:`sphx_glr_auto_examples_ask-and-tell.py`

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   /auto_examples/ask-and-tell

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 .. figure:: /auto_examples/images/thumb/sphx_glr_strategy-comparison_thumb.png
     :alt: Comparing surrogate models

     :ref:`sphx_glr_auto_examples_strategy-comparison.py`

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   /auto_examples/strategy-comparison

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 .. figure:: /auto_examples/images/thumb/sphx_glr_bayesian-optimization_thumb.png
     :alt: Bayesian optimization with `skopt`

     :ref:`sphx_glr_auto_examples_bayesian-optimization.py`

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   /auto_examples/bayesian-optimization

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 .. figure:: /auto_examples/images/thumb/sphx_glr_sklearn-gridsearchcv-replacement_thumb.png
     :alt: Scikit-learn hyperparameter search wrapper

     :ref:`sphx_glr_auto_examples_sklearn-gridsearchcv-replacement.py`

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   /auto_examples/sklearn-gridsearchcv-replacement

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    <div class="sphx-glr-thumbcontainer" tooltip="Sigurd Carlen, September 2019. Reformatted by Holger Nahrstaedt 2020">

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 .. figure:: /auto_examples/images/thumb/sphx_glr_exploration-vs-exploitation_thumb.png
     :alt: Exploration vs exploitation

     :ref:`sphx_glr_auto_examples_exploration-vs-exploitation.py`

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   /auto_examples/exploration-vs-exploitation

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 .. figure:: /auto_examples/images/thumb/sphx_glr_optimizer-with-different-base-estimator_thumb.png
     :alt: Use different base estimators for optimization

     :ref:`sphx_glr_auto_examples_optimizer-with-different-base-estimator.py`

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   /auto_examples/optimizer-with-different-base-estimator
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.. _sphx_glr_auto_examples_sampler:

.. _sampler_examples:

Initial sampling functions
--------------------------

Examples concerning the :mod:`skopt.sampler` module.



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    <div class="sphx-glr-thumbcontainer" tooltip="Holger Nahrstaedt 2020 Sigurd Carlsen October 2019">

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 .. figure:: /auto_examples/sampler/images/thumb/sphx_glr_initial-sampling-method_thumb.png
     :alt: Comparing initial sampling methods

     :ref:`sphx_glr_auto_examples_sampler_initial-sampling-method.py`

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   /auto_examples/sampler/initial-sampling-method

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    <div class="sphx-glr-thumbcontainer" tooltip="Holger Nahrstaedt 2020 Sigurd Carlsen October 2019">

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 .. figure:: /auto_examples/sampler/images/thumb/sphx_glr_initial-sampling-method-integer_thumb.png
     :alt: Comparing initial sampling methods on integer space

     :ref:`sphx_glr_auto_examples_sampler_initial-sampling-method-integer.py`

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   /auto_examples/sampler/initial-sampling-method-integer

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 .. figure:: /auto_examples/sampler/images/thumb/sphx_glr_sampling_comparison_thumb.png
     :alt: Comparing initial point generation methods

     :ref:`sphx_glr_auto_examples_sampler_sampling_comparison.py`

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   /auto_examples/sampler/sampling_comparison
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.. _sphx_glr_auto_examples_plots:

.. _plots_examples:

Plotting functions
------------------

Examples concerning the :mod:`skopt.plots` module.



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    <div class="sphx-glr-thumbcontainer" tooltip="Sigurd Carlsen Feb 2019 Holger Nahrstaedt 2020">

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 .. figure:: /auto_examples/plots/images/thumb/sphx_glr_partial-dependence-plot_thumb.png
     :alt: Partial Dependence Plots

     :ref:`sphx_glr_auto_examples_plots_partial-dependence-plot.py`

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   /auto_examples/plots/partial-dependence-plot

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 .. figure:: /auto_examples/plots/images/thumb/sphx_glr_partial-dependence-plot-with-categorical_thumb.png
     :alt: Partial Dependence Plots  with categorical values

     :ref:`sphx_glr_auto_examples_plots_partial-dependence-plot-with-categorical.py`

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   /auto_examples/plots/partial-dependence-plot-with-categorical

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 .. figure:: /auto_examples/plots/images/thumb/sphx_glr_visualizing-results_thumb.png
     :alt: Visualizing optimization results

     :ref:`sphx_glr_auto_examples_plots_visualizing-results.py`

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   /auto_examples/plots/visualizing-results

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    <div class="sphx-glr-thumbcontainer" tooltip="Hvass-Labs Dec 2017 Holger Nahrstaedt 2020">

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 .. figure:: /auto_examples/plots/images/thumb/sphx_glr_partial-dependence-plot-2D_thumb.png
     :alt: Partial Dependence Plots 2D

     :ref:`sphx_glr_auto_examples_plots_partial-dependence-plot-2D.py`

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   /auto_examples/plots/partial-dependence-plot-2D
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 .. container:: sphx-glr-footer
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  .. 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>`_