To enable (or disable) Push-to-talk activation beeping, just open your User Settings by clicking on the cog icon in the bottom left corner:
Open the Notifications tab (in the left side bar), and scroll down to select/deselect "PTT Activate" and "PTT Deactivate" to adjust which noises you do or don't want to hear.
