last.fm

I can wholeheartedly recommend last.fm for that whole online music community/groups/suggestions/online/radio thing.

Pandora is also great but, whilst both build up an overview of your listening preferences, last.fm has the edge for me as it integrates with your local machine's media player and therefore your own music files, as well as the streaming audio from their own site. Just my 2p...