Open the Menu
Select Settings*
From Accessibility & Language select Audio feedback
Select Audio feedback
Toggle this to Off
Select Done
*Settings can be found via the cog in the top right corner of the Menu. You can get to the cog by pressing Up and right after opening the Menu.