.. _sphx_glr_examples_examples_bbo:

.. _bbo-examples:

Black-box optimization
----------------------


.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Author(s): Romain Egele.">

.. only:: html

  .. image:: /examples/examples_bbo/images/thumb/sphx_glr_plot_experimental_design_thumb.png
    :alt:

  :doc:`/examples/examples_bbo/plot_experimental_design`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Generating Combinations of Parameters for Standard Experimental Designs</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, we will explore how to run black-box multi-objective optimization (MOO). In this setting, the goal is to resolve the following problem:">

.. only:: html

  .. image:: /examples/examples_bbo/images/thumb/sphx_glr_plot_multi_objective_optimization_thumb.png
    :alt:

  :doc:`/examples/examples_bbo/plot_multi_objective_optimization`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Mutli-Objective Black-Box Optimization</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Author(s): Romain Egele, Brett Eiffert.">

.. only:: html

  .. image:: /examples/examples_bbo/images/thumb/sphx_glr_plot_black_box_optimization_thumb.png
    :alt:

  :doc:`/examples/examples_bbo/plot_black_box_optimization`

.. raw:: html

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


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Author(s): Romain Egele.">

.. only:: html

  .. image:: /examples/examples_bbo/images/thumb/sphx_glr_plot_black_box_optimization_noisy_thumb.png
    :alt:

  :doc:`/examples/examples_bbo/plot_black_box_optimization_noisy`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Noisy Black-Box Optimization</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Author(s): Romain Egele.">

.. only:: html

  .. image:: /examples/examples_bbo/images/thumb/sphx_glr_plot_constrained_black_box_optimization_thumb.png
    :alt:

  :doc:`/examples/examples_bbo/plot_constrained_black_box_optimization`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Constrained Black-Box Optimization with Rejection Sampling</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Author(s): Romain Egele.">

.. only:: html

  .. image:: /examples/examples_bbo/images/thumb/sphx_glr_plot_notify_failures_hpo_thumb.png
    :alt:

  :doc:`/examples/examples_bbo/plot_notify_failures_hpo`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Learn to Avoid Failures with Bayesian Optimization</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Author(s): Romain Egele.">

.. only:: html

  .. image:: /examples/examples_bbo/images/thumb/sphx_glr_plot_transfer_learning_for_hpo_thumb.png
    :alt:

  :doc:`/examples/examples_bbo/plot_transfer_learning_for_hpo`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Using Transfer Learning to Speed-up Bayesian Optimization</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="Author(s): Romain Egele.">

.. only:: html

  .. image:: /examples/examples_bbo/images/thumb/sphx_glr_plot_constrained_black_box_optimization_chained_sampler_thumb.png
    :alt:

  :doc:`/examples/examples_bbo/plot_constrained_black_box_optimization_chained_sampler`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Constrained Black-Box Optimization with Custom Chained Sampler</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /examples/examples_bbo/plot_experimental_design
   /examples/examples_bbo/plot_multi_objective_optimization
   /examples/examples_bbo/plot_black_box_optimization
   /examples/examples_bbo/plot_black_box_optimization_noisy
   /examples/examples_bbo/plot_constrained_black_box_optimization
   /examples/examples_bbo/plot_notify_failures_hpo
   /examples/examples_bbo/plot_transfer_learning_for_hpo
   /examples/examples_bbo/plot_constrained_black_box_optimization_chained_sampler