An RSS feed is an XML document. It's often represented by this icon: , or simply the word feed. The document contains content, eg a list of blog posts, formatted in a way that specific software (feed readers) can read.
The advantage to an RSS feed is that you don't have to manually check a site for new content. Instead, new content is sent to your feed reader whenever the RSS feed is updated.