Heat a heavy-bottomed skillet. When hot, pour in olive oil. Turn the heat up to high and add the shrimp. Cook, tossing the shrimp frequently, until they start to turn pink, about 3 minutes. Turn off the heat and toss in the chopped garlic and parsley. Toss the shrimp in the pan until well coated with the garlic and parsley. Serve immediately.