Leftover Sweet Potatoes Pieces: Making chips out of leftover pieces is simple. Cut into whatever shape you desire. Brush a thin layer of olive oil over each side of the sweet potato pieces and arrange in one layer on a parchment lined sheet pan. Bake with the enchiladas for about 15-20 minutes, or until crisp. They get crispier as they cool. Sprinkle with sea salt and enjoy.