1- Open terminal
Applicaions > Accessories > Terminal
2- Type followingsudo apt-get install mysql-server
3- MySQL comes with no root password. To set the root password, type:mysqladmin -u root password your-new-password
and type: sudo /etc/init.d/mysql restart
4- Also install MySQL Query Browser that provides GUI for MySQL.sudo apt-get install mysql-query-browser
5- After installing, go to Applications > Programming > MySQL Query Browser to open Query Browser
More Information
http://www.zolved.com/synapse/view_content/27986/How_to_install_MySQL_On_Ubuntu
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