I finally figured out what I was doing wrong. I needed to attach my media files on the question in the question bank itself. I was trying to attach it to the quiz. Quiz just needs to have settings of how the quiz will be conducted. Content and questions regarding the questions need to be in the question itself.
Thanks a lot,