Classification vs Clustering

Classification knows the categories and labels new data. Clustering finds the categories from the data itself.

Definition

Classification assigns new observations to predefined categories using labelled training data (supervised). Clustering groups observations by similarity without predefined categories (unsupervised).

Step 1

Predict first

In one or two sentences, what do you think this concept means? Wrong is fine; the small struggle is what makes the answer stick.