The most user friendly way to completely remove the Joomla Generator Meta Tag is to use the Joomla Plugin called ByeByeGenerator.
After installation enable ByeByeGenerator in the Plug-in Manager.
ByeByeGenerator will also remove the Joomla Robots Meta Tag if you want.
