Season flour with salt and pepper, then toss zucchini in seasoned flour until evenly coated. In a skillet, heat 1/4 inch of oil over medium-high heat. Oil is at temperature when the end of a wooden spoon bubbles when placed in the pan. Cook zucchini in batches until both sides are brown, about 3 minutes per side.