The generated online doc is here without the inline plots:

http://scikit-learn.org/dev/modules/decomposition.html#factor-analysis

While the statements looks good in the source:

https://raw.github.com/scikit-learn/scikit-learn/master/doc/modules/decomposition.rst

Look for plot_faces_decomposition_8.png and
plot_faces_decomposition_9.png in the source.

Those plots are successfully generated in the example:

http://scikit-learn.org/dev/auto_examples/decomposition/plot_faces_decomposition.html

So I suspect a sphinx issue.

-- 
Olivier
http://twitter.com/ogrisel - http://github.com/ogrisel

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