Prepare your peaches by bringing a pot of water to a boil. Before putting the peaches in, prepare an ice bath in a large bowl. Place the peaches in the boiling water for about 20 seconds, until the skin starts to split. Remove peaches and place directly into the ice bath to stop the cooking process. Pat dry and peel off the skins.