No, they use the same
PATH. However, this problem isn't with the
Python 2 and Python 3 are sufficiently different that packages have to be written separately for both of them. You cannot use a package written for one with the other.
In Ubuntu, these modules are stored in different locations and are packaged separately -
python-numpy for Python 2,
python3-numpy for Python 3. If you want numpy with Python 3, install
$ python3 -c 'import sys; print (sys.path)'
['', '/usr/lib/python3.4', '/usr/lib/python3.4/plat-x86_64-linux-gnu', '/usr/lib/python3.4/lib-dynload', '/home/muru/.local/lib/python3.4/site-packages', '/usr/local/lib/python3.4/dist-packages', '/usr/lib/python3/dist-packages']
$ python2 -c 'import sys; print (sys.path)'
['', '/usr/lib/python2.7', '/usr/lib/python2.7/plat-x86_64-linux-gnu', '/usr/lib/python2.7/lib-tk', '/usr/lib/python2.7/lib-old', '/usr/lib/python2.7/lib-dynload', '/usr/local/lib/python2.7/dist-packages', '/usr/lib/python2.7/dist-packages', '/usr/lib/python2.7/dist-packages/PILcompat', '/usr/lib/python2.7/dist-packages/gtk-2.0', '/usr/lib/pymodules/python2.7', '/usr/lib/python2.7/dist-packages/ubuntu-sso-client']