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Examples
########

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We develop here examples that showcase specific applications where
Gurobi Machine Learning can be used. Each example should be self-contained, and explains
different aspects of using the package.


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  <div id='sg-tag-list' class='sphx-glr-tag-list'></div>


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

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    <div class="sphx-glr-thumbcontainer" tooltip="Some industrial applications require modeling complex processes that can result either in highly nonlinear functions or functions defined by a simulation process. In those contexts, optimization solvers often struggle. The reason may be that relaxations of the nonlinear functions are not good enough to make the solver prove an acceptable bound in a reasonable amount of time. Another issue may be that the solver is not able to represent the functions.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_example1_2DPeakFunction_thumb.png
    :alt:

  :doc:`/auto_examples/example1_2DPeakFunction`

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


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example, we show how to reproduce the model of student enrollment from Bergman et.al. (2020) with Gurobi Machine Learning.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_example2_student_admission_thumb.png
    :alt:

  :doc:`/auto_examples/example2_student_admission`

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      <div class="sphx-glr-thumbnail-title">Student Enrollment</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="In this example, we show how to use Gurobi Machine Learning to construct an adversarial example for a trained neural network.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_example3_adversarial_mnist_thumb.png
    :alt:

  :doc:`/auto_examples/example3_adversarial_mnist`

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      <div class="sphx-glr-thumbnail-title">Adversarial Machine Learning</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Develop a data science pipeline for pricing and distribution of avocados to maximize revenue.">

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  .. image:: /auto_examples/images/thumb/sphx_glr_example4_price_optimization_thumb.png
    :alt:

  :doc:`/auto_examples/example4_price_optimization`

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


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    </div>


.. toctree::
   :hidden:

   /auto_examples/example1_2DPeakFunction
   /auto_examples/example2_student_admission
   /auto_examples/example3_adversarial_mnist
   /auto_examples/example4_price_optimization


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  .. 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>`_