Talk primarily refers to the act of conversation.
Conversation is the verbalization of concepts involving abstractions and concrete objects which make up the world we live in. A conversation is communication by two or more people, or by ones self. Conversations are the ideal form of communication in some respects, since they allow people with different views of a topic to learn from each other. A speech, on the other hand, is an oral presentation by one person directed at a group.