I hate that damn loud beeping noise coming from any machine, even more so from a VM that decided to crash my computer, but that's another article.
Here's how you remove the noises from an Ubuntu machine:
$ sudo rmmod pcspkr
$ sudo vi /etc/modprobe.d/blacklist
Now simply add the following line to the end:
blacklist pcspkr
Done and done.