To determine whether the rate of HIV transmission from mother to infant can be reduced by continuous oral zidovudine (AZT) treatment to HIV infected pregnant women, intravenous AZT during childbirth, and oral AZT treatment of the newborn infant from birth to six weeks of age. The study is also designed to evaluate the safety of AZT for both the pregnant woman and the newborn infant.