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Showing content from https://github.com/scikit-learn/scikit-learn/wiki/Quick-packaging-for-Debian-Ubuntu below:

Quick packaging for Debian Ubuntu · scikit-learn/scikit-learn Wiki · GitHub

scikit-learn packages are available in recent distributions of Debian and Ubuntu, but these aren't always up to date. Here is a quick and dirty way to make a scikit-learn .deb package from source.

1. Get the stdeb package:

    sudo apt-get install python-stdeb python-dev-all
   

   or

2. Fetch the latest scikit-learn tarball, or even checkout the bleeding edge from GitHub. Enter the toplevel source directory, then issue

    python setup.py --command-packages=stdeb.command sdist_dsc --depends python-numpy,python-scipy bdist_deb
   

Now, you'll find a directory deb_dist under the toplevel dir, which contains a file python-scikit-learn_0.10-1_amd64.deb (or similar). There's your .deb, ready for installation with a command like sudo dpkg- i.

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