The wrapper classes in Java are used to convert primitive data types like int and float into objects. There are eight wrapper classes that correspond to the eight primitive types. Wrapper classes allow primitive types to be used in contexts that require objects, like collections. They provide methods to convert between primitive types and their corresponding wrapper class objects.