.. _sphx_glr_auto_tutorials_Regression:

.. _regression_examples:

Regression with Uncertainty
---------------------------

Tutorials for modeling predictive uncertainty in regression tasks.



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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial provides an introduction to probabilistic regression in TorchUncertainty.">

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  .. image:: /auto_tutorials/Regression/images/thumb/sphx_glr_tutorial_der_cubic_thumb.png
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  :ref:`sphx_glr_auto_tutorials_Regression_tutorial_der_cubic.py`

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      <div class="sphx-glr-thumbnail-title">Deep Evidential Regression on a Toy Example</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="This tutorial aims to provide an overview of some utilities in TorchUncertainty for probabilistic regression. Contrary to pointwise prediction, probabilistic regression consists - in TorchUncertainty&#x27;s context - in predicting the parameters of a predefined distribution that fit best some training dataset. The distribution&#x27;s formulation is fixed but the parameters are different for all data points, we say that the distribution is heteroscedastic.">

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  .. image:: /auto_tutorials/Regression/images/thumb/sphx_glr_tutorial_probabilistic_regression_thumb.png
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  :ref:`sphx_glr_auto_tutorials_Regression_tutorial_probabilistic_regression.py`

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      <div class="sphx-glr-thumbnail-title">Deep Probabilistic Regression</div>
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    <div class="sphx-glr-thumbcontainer" tooltip="In this tutorial, we will train a multi-layer-perceptron on a UCI regression dataset using TorchUncertainty. You will discover two of the core tools from TorchUncertainty, namely">

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  .. image:: /auto_tutorials/Regression/images/thumb/sphx_glr_tutorial_regression_thumb.png
    :alt:

  :ref:`sphx_glr_auto_tutorials_Regression_tutorial_regression.py`

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      <div class="sphx-glr-thumbnail-title">Training an MLP for Tabular Regression with TorchUncertainty</div>
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    </div>


.. toctree::
   :hidden:

   /auto_tutorials/Regression/tutorial_der_cubic
   /auto_tutorials/Regression/tutorial_probabilistic_regression
   /auto_tutorials/Regression/tutorial_regression