I deleted the partition responsible for boot loading to the OS. And going forward when I start my PC up it only loops. Is there any link or procedure that can help me recover the partition or re-install GRUB
There is a tool to repair GRUB. Here is its documentation : Boot-Repair
If you have delete your linux-swap partition, boot on a live-CD, open
gparted (or install it with
sudo apt-get install gparted and open it).
In gparted, recreate a partition (type
linux-swap), apply, and reboot.