Chips in deep fat fryer. Deep fat fryer being used to cook potato chips. The fryer heats the cooking oil to the correct temperature and the chipped potatoes are placed in the hot oil. This method of cooking potato chips can be unhealthy, because the chips can absorb lots of fat. Some cooking oils have high levels of saturated fats, which can lead to weight gain and increase the risk of heart disease.