Try this one
[rtmedia_gallery global="false" context="profile" context_id="1" media_type="photo/video/music/all" media_author="1" album_id="2"]
You mentioned you uploaded from buddypress profile so set the context to profile, the context_id is the id of buddypress component,in your case since you uploaded from your buddypress profile the context_id should be the same as your user id,if you uploaded from group then use the group id,if you uploaded form a post or page with the uploader shortcode
http://docs.rtcamp.com/rtmedia/features/shortcodes/uploader-shortcode/
use the id of the post or page.
The media_author is your user id,if you are the admin your user id should be 1, for media_type use photo,video, music or all depending on the media type you want to display that belong to the album ,then set the album_id to 2,which is the number after the slug media (media\2) as you said…