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Euclidean distance is a metric used to calculate the distance between two points in space. It corresponds to the length of the segment between two points, hence it relates to the well-known Pythagorean Theorem. This metric can be calculated independently of the number of dimensions in the space, making it widely used as a measure of similarity in machine learning applications.