Nearest Neighbors Algorithm Illustration

This is a simple illustration of the Nearest Neighbors Algorithm. The algorithm is used in machine learning for classification and regression. In this diagram, we have a 2D space with two classes of data points (represented by circles and squares). When a new point (represented by a star) is introduced, the algorithm determines its class by looking at the ‘nearest neighbors’—the existing points that are closest to the new one.