Once the head and shells are removed, rinse the shrimp under cold water to remove anything that's hanging on. Take a sharp paring knife and make a slit along the back when you see the dark vein under the surface. Once the slit is made, hold the shrimp under cold running water and remove that vein and rinse thoroughly.