.. _sphx_glr_auto_examples_miscellaneous:
.. _miscellaneous_examples:
Miscellaneous
-------------
Miscellaneous and introductory examples for scikit-learn.
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.. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_partial_dependence_visualization_api_thumb.png
:alt: Advanced Plotting With Partial Dependence
:ref:`sphx_glr_auto_examples_miscellaneous_plot_partial_dependence_visualization_api.py`
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Advanced Plotting With Partial Dependence
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.. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_anomaly_comparison_thumb.png
:alt: Comparing anomaly detection algorithms for outlier detection on toy datasets
:ref:`sphx_glr_auto_examples_miscellaneous_plot_anomaly_comparison.py`
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Comparing anomaly detection algorithms for outlier detection on toy datasets
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.. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_kernel_ridge_regression_thumb.png
:alt: Comparison of kernel ridge regression and SVR
:ref:`sphx_glr_auto_examples_miscellaneous_plot_kernel_ridge_regression.py`
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Comparison of kernel ridge regression and SVR
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.. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_pipeline_display_thumb.png
:alt: Displaying Pipelines
:ref:`sphx_glr_auto_examples_miscellaneous_plot_pipeline_display.py`
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Displaying Pipelines
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.. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_estimator_representation_thumb.png
:alt: Displaying estimators and complex pipelines
:ref:`sphx_glr_auto_examples_miscellaneous_plot_estimator_representation.py`
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Displaying estimators and complex pipelines
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.. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_outlier_detection_bench_thumb.png
:alt: Evaluation of outlier detection estimators
:ref:`sphx_glr_auto_examples_miscellaneous_plot_outlier_detection_bench.py`
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Evaluation of outlier detection estimators
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.. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_kernel_approximation_thumb.png
:alt: Explicit feature map approximation for RBF kernels
:ref:`sphx_glr_auto_examples_miscellaneous_plot_kernel_approximation.py`
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Explicit feature map approximation for RBF kernels
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.. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_multioutput_face_completion_thumb.png
:alt: Face completion with a multi-output estimators
:ref:`sphx_glr_auto_examples_miscellaneous_plot_multioutput_face_completion.py`
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Face completion with a multi-output estimators
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.. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_set_output_thumb.png
:alt: Introducing the `set_output` API
:ref:`sphx_glr_auto_examples_miscellaneous_plot_set_output.py`
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Introducing the `set_output` API
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.. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_isotonic_regression_thumb.png
:alt: Isotonic Regression
:ref:`sphx_glr_auto_examples_miscellaneous_plot_isotonic_regression.py`
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Isotonic Regression
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.. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_multilabel_thumb.png
:alt: Multilabel classification
:ref:`sphx_glr_auto_examples_miscellaneous_plot_multilabel.py`
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Multilabel classification
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.. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_roc_curve_visualization_api_thumb.png
:alt: ROC Curve with Visualization API
:ref:`sphx_glr_auto_examples_miscellaneous_plot_roc_curve_visualization_api.py`
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ROC Curve with Visualization API
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.. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_johnson_lindenstrauss_bound_thumb.png
:alt: The Johnson-Lindenstrauss bound for embedding with random projections
:ref:`sphx_glr_auto_examples_miscellaneous_plot_johnson_lindenstrauss_bound.py`
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The Johnson-Lindenstrauss bound for embedding with random projections
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.. image:: /auto_examples/miscellaneous/images/thumb/sphx_glr_plot_display_object_visualization_thumb.png
:alt: Visualizations with Display Objects
:ref:`sphx_glr_auto_examples_miscellaneous_plot_display_object_visualization.py`
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Visualizations with Display Objects
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.. 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_multilabel
/auto_examples/miscellaneous/plot_roc_curve_visualization_api
/auto_examples/miscellaneous/plot_johnson_lindenstrauss_bound
/auto_examples/miscellaneous/plot_display_object_visualization