Pick physical activities that you enjoy, so you'll keep with your exercise program. Brisk walking and swimming are both excellent forms of exercise for pregnancy, says the March of Dimes. Community centers and health clubs frequently offer specialty classes such as yoga or water aerobics for pregnant women.