Install MySQL Linux

To insall MySQL in linux, from the command line enter:

To install the Server
sudo apt-get install MySQL-Server
To install the client tools on another machine
sudo apt-get install mysql-client

Follow on screen prompts. (you normally have to set a password)
Installing MySQL does just that, before you can use any application with it you will have to at least create a database.