Peel and slice potatoes into fries. Wrap slices in a paper towel to remove any excess moisture.
Place potatoes, olive oil, salt and pepper into a ziploc bag and shake.
Spread potatoes in a single layer on a baking sheet and bake for 10 minutes.
Flip the potatoes and bake for another 10-15 minutes, or until golden brown.