Thanks for taking your time to report this issue and help making Ubuntu
better.

I found a corresponding bug report in Debian, so I've attached a bug
watch. I also learned that this issue has been resolved and the
documentation has been built in version 0.16.1-2 on Ubuntu 15.10 and
later releases.

See /usr/share/doc/python-sklearn-doc/html/stable/index.html

** Bug watch added: Debian Bug tracker #760730
   http://bugs.debian.org/cgi-bin/bugreport.cgi?bug=760730

** Also affects: scikit-learn (Debian) via
   http://bugs.debian.org/cgi-bin/bugreport.cgi?bug=760730
   Importance: Unknown
       Status: Unknown

** Changed in: scikit-learn (Ubuntu)
       Status: New => Fix Released

** Tags added: trusty

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https://bugs.launchpad.net/bugs/1324508

Title:
  documentation is not built in python-sklearn-doc

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