K - Nearest Neighbour
Getting started: the travelling salesman problem
The original travelling salesman problem tries to came up with an answer for this question: “Given a list of cities and the distances between each pair of cities, what is the shortest possible route that visits each city exactly once and returns to the origin city?”
This problem has multiple ways of answering it, and the wikipedia page is actually a good start for an overview of all the possibilities.