Whether you should do this depends on the exact distro. For those distros where you use your own password to do a sudo and you never use the root password and in fact there is no root password, you should not then choose a new password.
If
sudo grep ^root: /etc/shadow | cut -d: -f 2
gives ! or * then you should leave the root password as it is.