In machine learning, we are given a dataset of the form {(xi, yi)}, i ∈ [1..N] and aim at learning a function f(x) which maps unseen input feature vectors to ŷ - the predicted value. Distinguish between the 3 types of learning problems by characterizing the form of the predicted values ŷ:
Classification:
Regression:
Ranking: