RSS and Atom feeds are a way to keep up to date with the latest articles, news or publications of sites. Anyone can host feeds and have full control of them, and anyone can follow feeds without giving any information (e.g. e-mail) and has control of when they stop following a particular feed.
Feed is a standalone application for viewing feeds, including YouTube channels.