Underwater volcanoes are located all around the world, usually at tectonic plate boundaries. They can be deep down in the depths of the ocean, or very shallow. This erupting underwater volcano, for instance, is very shallow, and even the vent is visible from the surface of the ocean. -- Vetta A.
25 Pictures of Underwater Volcano Eruptions - EgoTV