Preheat oven to 400 F. Dice potatoes into 1-inch cubes. Place into a large plastic bag and add in the olive oil, minced garlic, salt, pepper and garlic powder. Shake bag to evenly coat potatoes.
Spread potatoes out into a single layer in a large baking dish. Bake for 40-45 minutes.