What is a peer-to-peer exchange?

Can you explain what a peer-to-peer exchange is? I've heard it mentioned in the context of cryptocurrency trading, but I'm not entirely sure how it differs from other types of exchanges. Does it involve direct transactions between individuals, or is there a middleman involved? I'm curious to learn more about how peer-to-peer exchanges work and what advantages they might offer over other platforms.