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Support Vector Machines

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

.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_svm_nonlinear_thumb.png
    :alt: Non-linear SVM

  :ref:`sphx_glr_auto_examples_svm_plot_svm_nonlinear.py`
Non-linear SVM
.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_oneclass_thumb.png
    :alt: One-class SVM with non-linear kernel (RBF)

  :ref:`sphx_glr_auto_examples_svm_plot_oneclass.py`
One-class SVM with non-linear kernel (RBF)
.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_iris_svc_thumb.png
    :alt: Plot different SVM classifiers in the iris dataset

  :ref:`sphx_glr_auto_examples_svm_plot_iris_svc.py`
Plot different SVM classifiers in the iris dataset
.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_linearsvc_support_vectors_thumb.png
    :alt: Plot the support vectors in LinearSVC

  :ref:`sphx_glr_auto_examples_svm_plot_linearsvc_support_vectors.py`
Plot the support vectors in LinearSVC
.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_rbf_parameters_thumb.png
    :alt: RBF SVM parameters

  :ref:`sphx_glr_auto_examples_svm_plot_rbf_parameters.py`
RBF SVM parameters
.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_svm_margin_thumb.png
    :alt: SVM Margins Example

  :ref:`sphx_glr_auto_examples_svm_plot_svm_margin.py`
SVM Margins Example
.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_svm_tie_breaking_thumb.png
    :alt: SVM Tie Breaking Example

  :ref:`sphx_glr_auto_examples_svm_plot_svm_tie_breaking.py`
SVM Tie Breaking Example
.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_custom_kernel_thumb.png
    :alt: SVM with custom kernel

  :ref:`sphx_glr_auto_examples_svm_plot_custom_kernel.py`
SVM with custom kernel
.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_svm_anova_thumb.png
    :alt: SVM-Anova: SVM with univariate feature selection

  :ref:`sphx_glr_auto_examples_svm_plot_svm_anova.py`
SVM-Anova: SVM with univariate feature selection
.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_svm_kernels_thumb.png
    :alt: SVM-Kernels

  :ref:`sphx_glr_auto_examples_svm_plot_svm_kernels.py`
SVM-Kernels
.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_separating_hyperplane_thumb.png
    :alt: SVM: Maximum margin separating hyperplane

  :ref:`sphx_glr_auto_examples_svm_plot_separating_hyperplane.py`
SVM: Maximum margin separating hyperplane
.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_separating_hyperplane_unbalanced_thumb.png
    :alt: SVM: Separating hyperplane for unbalanced classes

  :ref:`sphx_glr_auto_examples_svm_plot_separating_hyperplane_unbalanced.py`
SVM: Separating hyperplane for unbalanced classes
.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_weighted_samples_thumb.png
    :alt: SVM: Weighted samples

  :ref:`sphx_glr_auto_examples_svm_plot_weighted_samples.py`
SVM: Weighted samples
.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_svm_scale_c_thumb.png
    :alt: Scaling the regularization parameter for SVCs

  :ref:`sphx_glr_auto_examples_svm_plot_svm_scale_c.py`
Scaling the regularization parameter for SVCs
.. only:: html

  .. image:: /auto_examples/svm/images/thumb/sphx_glr_plot_svm_regression_thumb.png
    :alt: Support Vector Regression (SVR) using linear and non-linear kernels

  :ref:`sphx_glr_auto_examples_svm_plot_svm_regression.py`
Support Vector Regression (SVR) using linear and non-linear kernels
.. toctree::
   :hidden:

   /auto_examples/svm/plot_svm_nonlinear
   /auto_examples/svm/plot_oneclass
   /auto_examples/svm/plot_iris_svc
   /auto_examples/svm/plot_linearsvc_support_vectors
   /auto_examples/svm/plot_rbf_parameters
   /auto_examples/svm/plot_svm_margin
   /auto_examples/svm/plot_svm_tie_breaking
   /auto_examples/svm/plot_custom_kernel
   /auto_examples/svm/plot_svm_anova
   /auto_examples/svm/plot_svm_kernels
   /auto_examples/svm/plot_separating_hyperplane
   /auto_examples/svm/plot_separating_hyperplane_unbalanced
   /auto_examples/svm/plot_weighted_samples
   /auto_examples/svm/plot_svm_scale_c
   /auto_examples/svm/plot_svm_regression