Which of the following tasks is an example of supervised learning?

Correct answer: Identifying spam using labelled emails

Supervised learning trains a model with input examples paired with known labels. In option A, emails are labelled “spam” or “not spam,” so the model learns a classification mapping and can label new messages. Option B is unsupervised clustering, option C is reinforcement learning based on rewards, and option D is manual programming rather than machine learning.