Install Tensorflow with GPU support

Installing Tensorflow can be a hassle, especially if we want to use its GPU support abilities. After a long trial-and-error process, I managed to make it work. Disclaimer: The following works for Ubuntu 16.04, not verified for other versions. Besides, as Tensorflow versions change you should always follow the official instructions first. Just so you [...]