Anaerobic Exercise is any type of exercise that does not require the use of oxygen. Such exercises that do not use oxygen are track and field races in the 100, 200 and 400 meter, as well as swimming, gymnastics, and strength training. Anaerobic exercises do not increase cardiorespiratory endurance.