Collections are objects that contain other objects and provide services like adding, removing, and managing elements. They can be implemented in many ways using abstract data types (ADTs) which define a standardized interface while hiding implementation details. Common collection classes in Java include ArrayList, LinkedList, sets, and maps. Dynamic data structures like linked lists can grow and shrink as needed by linking objects together through references.