Multi-Head Attention Mechanism

Instead of having a single attention head, we can use multiple attention heads. We learned how to compute the attention matrix $Z$. Instead of computing a single attention matrix, $Z$, we can compute multiple attention matrices. But what is the use of computing multiple attention matrices?

Let's understand this with an example. Consider the phrase: