.. raw:: html Examples ======== .. _examples-index: .. _general_examples: General examples ---------------- These are general purpose examples which show a few of the capabilities and intended uses of ``sklearn-theano``. .. raw:: html
.. figure:: ./images/thumb/plot_cifar_fully_connected_generator.png :target: ./plot_cifar_fully_connected_generator.html :ref:`example_plot_cifar_fully_connected_generator.py` .. raw:: html

This demo of a CIFAR generator is based on the work of I. Goodfellow, J. Pouget-Abadie, M. Mirz...

.. toctree:: :hidden: ./plot_cifar_fully_connected_generator .. raw:: html
.. figure:: ./images/thumb/plot_mnist_generator.png :target: ./plot_mnist_generator.html :ref:`example_plot_mnist_generator.py` .. raw:: html

This demo of an MNIST generator is based on the work of I. Goodfellow, J. Pouget-Abadie, M. Mir...

.. toctree:: :hidden: ./plot_mnist_generator .. raw:: html
.. figure:: ./images/thumb/plot_single_localization.png :target: ./plot_single_localization.html :ref:`example_plot_single_localization.py` .. raw:: html

Drawing a bounding box on a detected object is crucial to properly finding objects in images. O...

.. toctree:: :hidden: ./plot_single_localization .. raw:: html
.. figure:: ./images/thumb/plot_classification.png :target: ./plot_classification.html :ref:`example_plot_classification.py` .. raw:: html

In this example, an image is input to an OverfeatClassifier, and the top N probability outputs ...

.. toctree:: :hidden: ./plot_classification .. raw:: html
.. figure:: ./images/thumb/plot_asirra_dataset.png :target: ./plot_asirra_dataset.html :ref:`example_plot_asirra_dataset.py` .. raw:: html

This example shows a basic use of the OverfeatTransformer in a scikit-learn pipeline in order t...

.. toctree:: :hidden: ./plot_asirra_dataset .. raw:: html
.. figure:: ./images/thumb/plot_comparison.png :target: ./plot_comparison.html :ref:`example_plot_comparison.py` .. raw:: html

In this example, an image is input to an OverfeatClassifier and a GoogLeNetClassifier, and the ...

.. toctree:: :hidden: ./plot_comparison .. raw:: html
.. figure:: ./images/thumb/plot_multiple_localization.png :target: ./plot_multiple_localization.html :ref:`example_plot_multiple_localization.py` .. raw:: html

Extending on the ``plot_localization_tutorial`` example, there are more advanced ways to search...

.. toctree:: :hidden: ./plot_multiple_localization .. raw:: html
.. figure:: ./images/thumb/plot_overfeat_layer1_filters.png :target: ./plot_overfeat_layer1_filters.html :ref:`example_plot_overfeat_layer1_filters.py` .. raw:: html

The first layers of convolutional neural networks often have very "human interpretable" values,...

.. toctree:: :hidden: ./plot_overfeat_layer1_filters .. raw:: html
.. figure:: ./images/thumb/plot_localization_tutorial.png :target: ./plot_localization_tutorial.html :ref:`example_plot_localization_tutorial.py` .. raw:: html

Convolutional neural networks can also be used to localize an object in a large image. This exa...

.. toctree:: :hidden: ./plot_localization_tutorial .. raw:: html