training at high altitude ie low oxygen causes the red blood cells to increase to provide more oxygen to the body, so when you return to normal altitude you have more oxygen in your blood.
mma fighters and boxers often take their training camps up to big bear to prepare for fight.
taking the drug, epo, is much more effective apparently, but much more dangerous too, as any tour de france cyclist will tell you.