Can you increase the number of red blood cells in your blood?

I heard a rumor once that if you exercise extensively on a daily basis your body will start to produce more red blood cells to satisfy your need for oxygen and your blood as a result will grow thicker. Is this true? If so, is having more red blood cells beneficial?