$ sudo apt-get update
$ sudo apt-get install python-gdal 

python-gdal is installed in your system.

Make ensure the python-gdal package were installed using the commands given below,

$ sudo dpkg-query -l | grep python-gdal *

You will get with python-gdal package name, version, architecture and description in a table

python-gdal package basic information: