I prefer to clean them and remove the shells, then heat some olive oil with minced garlic and smoked paprika. When the oil is hot and the garlic and paprika fragrant, add the shrimp and stir fry until almost cooked through. At that point, add about 1/2 cup of dry white wine (I usually use Pinot Grigio) and reduce. Serve with the sauce over rice.
