Here are my notes for setting up a brand new Linux/Ubuntu server for Drupal development. If you are cool with the command line, then you might find this handy.
1. Install Apache/MySQL/PHP via tasksel
> sudo apt-get update
> sudo apt-get install tasksel
> sudo tasksel install lamp-server
You will be asked to provide a mysql root password.
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