UPDATE: As was announced, Google deprecated this feature in Aug 2016. Here's the final update from Google with alternatives.
Yes, it's possible. Provided that you put your files in a public folder, you can get any file in a folder by this URL:
https://googledrive.com/host/<folderID>/<filename>