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Manifold learning

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

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  .. image:: /auto_examples/manifold/images/thumb/sphx_glr_plot_compare_methods_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_manifold_plot_compare_methods.py`
Comparison of Manifold Learning methods
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  .. image:: /auto_examples/manifold/images/thumb/sphx_glr_plot_manifold_sphere_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_manifold_plot_manifold_sphere.py`
Manifold Learning methods on a severed sphere
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  .. image:: /auto_examples/manifold/images/thumb/sphx_glr_plot_lle_digits_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_manifold_plot_lle_digits.py`
Manifold learning on handwritten digits: Locally Linear Embedding, Isomap...
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  .. image:: /auto_examples/manifold/images/thumb/sphx_glr_plot_mds_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_manifold_plot_mds.py`
Multi-dimensional scaling
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  .. image:: /auto_examples/manifold/images/thumb/sphx_glr_plot_swissroll_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_manifold_plot_swissroll.py`
Swiss Roll And Swiss-Hole Reduction
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  .. image:: /auto_examples/manifold/images/thumb/sphx_glr_plot_t_sne_perplexity_thumb.png
    :alt:

  :ref:`sphx_glr_auto_examples_manifold_plot_t_sne_perplexity.py`
t-SNE: The effect of various perplexity values on the shape
.. toctree::
   :hidden:

   /auto_examples/manifold/plot_compare_methods
   /auto_examples/manifold/plot_manifold_sphere
   /auto_examples/manifold/plot_lle_digits
   /auto_examples/manifold/plot_mds
   /auto_examples/manifold/plot_swissroll
   /auto_examples/manifold/plot_t_sne_perplexity