The base can be any shape: if it is a polygon the shape is called a pyramid. The cones you will see in exams will be circular based. The formulas for the volume and surface area of a cone will be ...

The number of rectangular faces ... at a point called the apex. A pyramid is named by the shape of its ‘base’. A pyramid with a triangular base is a triangle-based pyramid.