.. _sphx_glr_auto_examples_neural_networks:

.. _neural_network_examples:

Neural Networks
-----------------------

Examples concerning the :mod:`sklearn.neural_network` module.



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


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    <div class="sphx-glr-thumbcontainer" tooltip="This example visualizes some training loss curves for different stochastic learning strategies,...">

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  .. image:: /auto_examples/neural_networks/images/thumb/sphx_glr_plot_mlp_training_curves_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_neural_networks_plot_mlp_training_curves.py`

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      <div class="sphx-glr-thumbnail-title">Compare Stochastic learning strategies for MLPClassifier</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="For greyscale image data where pixel values can be interpreted as degrees of blackness on a whi...">

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  .. image:: /auto_examples/neural_networks/images/thumb/sphx_glr_plot_rbm_logistic_classification_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_neural_networks_plot_rbm_logistic_classification.py`

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      <div class="sphx-glr-thumbnail-title">Restricted Boltzmann Machine features for digit classification</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="A comparison of different values for regularization parameter &#x27;alpha&#x27; on synthetic datasets. Th...">

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  .. image:: /auto_examples/neural_networks/images/thumb/sphx_glr_plot_mlp_alpha_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_neural_networks_plot_mlp_alpha.py`

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      <div class="sphx-glr-thumbnail-title">Varying regularization in Multi-layer Perceptron</div>
    </div>


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    <div class="sphx-glr-thumbcontainer" tooltip="Sometimes looking at the learned coefficients of a neural network can provide insight into the ...">

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  .. image:: /auto_examples/neural_networks/images/thumb/sphx_glr_plot_mnist_filters_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_neural_networks_plot_mnist_filters.py`

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      <div class="sphx-glr-thumbnail-title">Visualization of MLP weights on MNIST</div>
    </div>


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    </div>


.. toctree::
   :hidden:

   /auto_examples/neural_networks/plot_mlp_training_curves
   /auto_examples/neural_networks/plot_rbm_logistic_classification
   /auto_examples/neural_networks/plot_mlp_alpha
   /auto_examples/neural_networks/plot_mnist_filters