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.