I fry mine in coconut oil on the stove top and they are perfect. The key is to make them REALLY thin. I use a vegetable peeler to peel chips from the sweet potato. Crunchy and delicious, especially topped with a little salt, cumin, and chili powder.
ETA: you can also skip the whole soaking step with this method.