The purpose of the battery deep discharge protection feature on a solar controller is to prevent the battery from being discharged below a safe level. This feature helps to prolong the battery's lifespan and prevent damage to the battery cells. It also ensures that there is always enough charge remaining in the battery to power the connected devices or appliances.