IPhoto

Can someone please guide me as to how to permanently delete photos from albums, in order to free up memory on the hard drive.
The only way I seem to be able to do this is from the actual library, but this is awkward because the photos are organised in folders. How can I delete photos from the files and from the library simultaneously?

Thanks