How is using TCP different from implementing reliability on the application layer and using UDP?

EDIT: I do know the difference between TCP and UDP and that TCP requires some networking overhead. My question was: what's the difference between implementing reliability on the transport layer(using TCP) and using UDP and implementing reliability on the application layer(like Google Chrome does)?