What’s the difference between end-to-end and regular TLS encryption?

What’s the difference between end-to-end and regular TLS encryption?

I've been told that WhatsApp implemented "end-to-end" encryption. In the grand scheme of things, what does this actually mean versus, say, another service which does use HTTPS, such as this website (StackExchange) or some other non-end-to-end encrypted site? Is there some point where even HTTPS/TLS will expose data that doesn't occur in an end-to-end encrypted app like WhatsApp?