An Euler Diagram is a graphical representation used to depict relationships between different sets, where the spatial arrangement of circles or other shapes illustrates how these sets overlap or are distinct from one another. It is particularly useful in fields such as mathematics, logic, statistics, and computer science for visualizing complex set interactions in a straightforward manner.