Do I need to soak the sweet potato slices in water before baking?
No. If you peel and slice the sweet potatoes ahead of time, cover them with water to prevent discoloration. Drain well and dry the chips before spraying them with oil and putting them into the oven. The key to crispy baked sweet potato slices is to slice them very thin.