In this video, we learn what multi-head attention is, with the example of objects having different dimensional values of "size".
A sentence like "Earth and Mars have an interesting bond with..." should generate vectors that are also large in size.
A sentence like "Helium and Hydrogen have an interesting bond with..." should generate vectors that are also small in size.
To make this possible, we use multiple linear transformations on the input vectors, called attention heads.