Minor Garbage Collection is a process in Java's memory management that reclaims memory occupied by objects that are no longer in use, specifically focusing on the 'young generation' heap space where short-lived objects reside. It is designed to be fast and efficient, minimizing application pause times by quickly collecting and disposing of these transient objects.