Exercise isn't dangerous for your baby. There is evidence that active women are less likely to experience problems in the later stages of pregnancy and childbirth. Walking is a great exercise for beginners. It provides moderate aerobic conditioning with minimal stress on the joints.
Other good options include swimming, low-impact aerobics, and cycling on an exercise bike. Strength training is fine, too, as long as you keep your weights relatively low.