From http://scikit-learn.org/stable/developers/advanced_installation.html#linux

At this time scikit-learn does not provide official binary packages for Linux so you have to build from source if you want the latest version

This is no longer true with wheels. This is misleading and caused confusion recently in #2889 (comment).