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Examples based on real world datasets

Applications to real world problems with some medium sized datasets or interactive user interface.

.. only:: html

  .. image:: /auto_examples/applications/images/thumb/sphx_glr_plot_tomography_l1_reconstruction_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_applications_plot_tomography_l1_reconstruction.py`
Compressive sensing: tomography reconstruction with L1 prior (Lasso)
.. only:: html

  .. image:: /auto_examples/applications/images/thumb/sphx_glr_plot_face_recognition_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_applications_plot_face_recognition.py`
Faces recognition example using eigenfaces and SVMs
.. only:: html

  .. image:: /auto_examples/applications/images/thumb/sphx_glr_plot_digits_denoising_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_applications_plot_digits_denoising.py`
Image denoising using kernel PCA
.. only:: html

  .. image:: /auto_examples/applications/images/thumb/sphx_glr_plot_time_series_lagged_features_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_applications_plot_time_series_lagged_features.py`
Lagged features for time series forecasting
.. only:: html

  .. image:: /auto_examples/applications/images/thumb/sphx_glr_svm_gui_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_applications_svm_gui.py`
Libsvm GUI
.. only:: html

  .. image:: /auto_examples/applications/images/thumb/sphx_glr_plot_model_complexity_influence_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_applications_plot_model_complexity_influence.py`
Model Complexity Influence
.. only:: html

  .. image:: /auto_examples/applications/images/thumb/sphx_glr_plot_out_of_core_classification_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_applications_plot_out_of_core_classification.py`
Out-of-core classification of text documents
.. only:: html

  .. image:: /auto_examples/applications/images/thumb/sphx_glr_plot_outlier_detection_wine_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_applications_plot_outlier_detection_wine.py`
Outlier detection on a real data set
.. only:: html

  .. image:: /auto_examples/applications/images/thumb/sphx_glr_plot_prediction_latency_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_applications_plot_prediction_latency.py`
Prediction Latency
.. only:: html

  .. image:: /auto_examples/applications/images/thumb/sphx_glr_plot_species_distribution_modeling_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_applications_plot_species_distribution_modeling.py`
Species distribution modeling
.. only:: html

  .. image:: /auto_examples/applications/images/thumb/sphx_glr_plot_cyclical_feature_engineering_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_applications_plot_cyclical_feature_engineering.py`
Time-related feature engineering
.. only:: html

  .. image:: /auto_examples/applications/images/thumb/sphx_glr_plot_topics_extraction_with_nmf_lda_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_applications_plot_topics_extraction_with_nmf_lda.py`
Topic extraction with Non-negative Matrix Factorization and Latent Dirichlet Allocation
.. only:: html

  .. image:: /auto_examples/applications/images/thumb/sphx_glr_plot_stock_market_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_applications_plot_stock_market.py`
Visualizing the stock market structure
.. only:: html

  .. image:: /auto_examples/applications/images/thumb/sphx_glr_wikipedia_principal_eigenvector_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_applications_wikipedia_principal_eigenvector.py`
Wikipedia principal eigenvector
.. toctree::
   :hidden:

   /auto_examples/applications/plot_tomography_l1_reconstruction
   /auto_examples/applications/plot_face_recognition
   /auto_examples/applications/plot_digits_denoising
   /auto_examples/applications/plot_time_series_lagged_features
   /auto_examples/applications/svm_gui
   /auto_examples/applications/plot_model_complexity_influence
   /auto_examples/applications/plot_out_of_core_classification
   /auto_examples/applications/plot_outlier_detection_wine
   /auto_examples/applications/plot_prediction_latency
   /auto_examples/applications/plot_species_distribution_modeling
   /auto_examples/applications/plot_cyclical_feature_engineering
   /auto_examples/applications/plot_topics_extraction_with_nmf_lda
   /auto_examples/applications/plot_stock_market
   /auto_examples/applications/wikipedia_principal_eigenvector