Yes, you can exercise during pregnancy, but there are limits. Staying fit while pregnant can be good for the health of you and your baby. In most cases you can maintain your pre-pregnancy activity level, provided it doesn't include contact sports.
Pregnancy yoga helps you to stay in tune with your body and learn to concentrate on breathing, two things you'll find handy when it comes time to deliver your baby.