Definition
Clustering groups examples by a chosen notion of similarity without requiring predefined class labels.
Distinguish it from nearby terms
Classification assigns known labels; clustering discovers group structure whose meaning must still be interpreted.
Check your understanding
Explain the similarity measure and how you would tell whether the groups are useful rather than arbitrary.