Preheat the oven to 425 degrees F. Toss the zucchini with the olive oil, garlic, salt and pepper. Place in a single layer on a large baking sheet.
Turn the broiler on high and place the zucchini on the top rack of the oven. Watch closely and remove from the oven as soon as the parmesan begins to brown.