KNN

K-Nearest Neighbors

Lazy classifier -- label by majority vote of nearest training points.

When you'd see it: Intro machine learning and simple classification or recommendation tasks. Often the first algorithm taught.

Why it matters: KNN labels a new point by the majority vote of its nearest neighbors, with no real training step. It is intuitive and a useful baseline, but it slows down and degrades as data grows.