Jamendo (free and legal music downloads for multimedia projects)

Freesound (free sound effects you can download)

ccMixter (free music, mash ups, remixes, all under Creative Common License)

Audacity (free recording and mixing software)

Audacity tutorials (great, step-by-step videos)