I\'m currently following the tutorial Installing the SciPy Stack to install SciPy on Ubuntu 12.04 (Precise Pangolin) (I can\'t use apt-get install
apt-get install
PyPM is a good way to install it. The version is beta 0.10.1 and it includes all of the dependencies. You need Active Python to access PyPM, but that you should be able to install easily.
pypm install scipi