This is a simple process ... But again, probably you dont know it since you are looking for it.
2 Places to Change:
/etc/sysconfig/network, Edit the
HOSTNAME=.
This will be available even after a reboot.
A quicker way - Edit
/proc/sys/kernel/hostname.
But that won't be saved when you reboot.