Never, never shake a baby. Some people think shaking is not as bad as hitting, but it can be even worse. Shaking can cause brain damage. In some cases, babies that are shaken die. Babies who are shaken can get Shaken Baby Syndrome, or SBS for short. They have permanent brain damage.
For more information about SBS, you can visit the Shaken Baby Alliance site.