Soak the sweet potato rounds. Fill a large bowl full of fresh, room temperature water. Soak the sweet potato slices for one to two hours. The starch in the sweet potato will prevent moisture from escaping, but soaking will help remove some of the starch, leading to crispier sweet potato chips.[3] •You can change the water halfway through the soaking process, but this step is not necessary.