.. _sphx_glr_auto_examples_GaussianProcesses:

Gaussian Processes
====================



.. raw:: html

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

.. thumbnail-parent-div-open

.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This script demonstrates the use of a Gaussian Process Regressor (GPR) with a  Radial Basis Function (RBF) kernel in a multidimensional setting. The example  involves training a GPR model on 2D input data and predicting the outputs on  a test set.">

.. only:: html

  .. image:: /auto_examples/GaussianProcesses/images/thumb/sphx_glr_MultidimensionalGPR_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_GaussianProcesses_MultidimensionalGPR.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Multidimensional Gaussian Process Regression (GPR)</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This script demonstrates the use of a custom Gaussian Process Regressor (GPR)  model with a compound kernel on generated data. The model is trained using  a combination of a linear kernel and a periodic kernel, and the training  process optimizes the kernel parameters to fit the data. The script also  compares the custom GPR model with the GPR implementation from Scikit-learn  using a different kernel combination.">

.. only:: html

  .. image:: /auto_examples/GaussianProcesses/images/thumb/sphx_glr_GaussianProcessRegressor_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_GaussianProcesses_GaussianProcessRegressor.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Gaussian Process Regressor (GPR)</div>
    </div>


.. raw:: html

    <div class="sphx-glr-thumbcontainer" tooltip="This script demonstrates the use of a Gaussian Process Classification (GPC)  model with a the RBF kernel on generated data. The model is trained using  the Adam optimizer to obtain optimal hyperparameters. The final model is compared against the untrained model.">

.. only:: html

  .. image:: /auto_examples/GaussianProcesses/images/thumb/sphx_glr_GaussianProcessClassification_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_GaussianProcesses_GaussianProcessClassification.py`

.. raw:: html

      <div class="sphx-glr-thumbnail-title">Gaussian Process Classification (GPC)</div>
    </div>


.. thumbnail-parent-div-close

.. raw:: html

    </div>


.. toctree::
   :hidden:

   /auto_examples/GaussianProcesses/MultidimensionalGPR
   /auto_examples/GaussianProcesses/GaussianProcessRegressor
   /auto_examples/GaussianProcesses/GaussianProcessClassification