conversation (n) vs. talk (n)
The primary difference is that "conversation" is necessarily two-way -- two or more people interchanging utterances.
"Talk", on the other hand, may involve only a single person speaking, with everyone else in the room just listening (or perhaps ignoring the speaker). Of course, two people may "talk to each other", in which case they're having a conversation.