index.rst.txt

Miscellaneous

Miscellaneous and introductory examples for scikit-learn.

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_partial_dependence_visualization_api_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_partial_dependence_visualization_api.py`

Advanced Plotting With Partial Dependence

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_anomaly_comparison_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_anomaly_comparison.py`

Comparing anomaly detection algorithms for outlier detection on toy datasets

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_kernel_ridge_regression_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_kernel_ridge_regression.py`

Comparison of kernel ridge regression and SVR

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_pipeline_display_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_pipeline_display.py`

Displaying Pipelines

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_estimator_representation_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_estimator_representation.py`

Displaying estimators and complex pipelines

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_outlier_detection_bench_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_outlier_detection_bench.py`

Evaluation of outlier detection estimators

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_kernel_approximation_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_kernel_approximation.py`

Explicit feature map approximation for RBF kernels

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_multioutput_face_completion_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_multioutput_face_completion.py`

Face completion with a multi-output estimators

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_set_output_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_set_output.py`

Introducing the set_output API

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_isotonic_regression_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_isotonic_regression.py`

Isotonic Regression

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_metadata_routing_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_metadata_routing.py`

Metadata Routing

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_multilabel_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_multilabel.py`

Multilabel classification

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_roc_curve_visualization_api_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_roc_curve_visualization_api.py`

ROC Curve with Visualization API

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_johnson_lindenstrauss_bound_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_johnson_lindenstrauss_bound.py`

The Johnson-Lindenstrauss bound for embedding with random projections

.. only:: html

  .. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_display_object_visualization_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_miscellaneous_plot_display_object_visualization.py`

Visualizations with Display Objects

.. toctree::
   :hidden:

   /auto_examples/miscellaneous/plot_partial_dependence_visualization_api
   /auto_examples/miscellaneous/plot_anomaly_comparison
   /auto_examples/miscellaneous/plot_kernel_ridge_regression
   /auto_examples/miscellaneous/plot_pipeline_display
   /auto_examples/miscellaneous/plot_estimator_representation
   /auto_examples/miscellaneous/plot_outlier_detection_bench
   /auto_examples/miscellaneous/plot_kernel_approximation
   /auto_examples/miscellaneous/plot_multioutput_face_completion
   /auto_examples/miscellaneous/plot_set_output
   /auto_examples/miscellaneous/plot_isotonic_regression
   /auto_examples/miscellaneous/plot_metadata_routing
   /auto_examples/miscellaneous/plot_multilabel
   /auto_examples/miscellaneous/plot_roc_curve_visualization_api
   /auto_examples/miscellaneous/plot_johnson_lindenstrauss_bound
   /auto_examples/miscellaneous/plot_display_object_visualization