Euclidean distance is a measure of the straight-line distance between two points in a multi-dimensional space. It is named after the ancient Greek mathematician Euclid and is widely used in various fields, including machine learning and data analysis. In mathematical terms, the Euclidean distance between two points (x1, y1) and (x2, y2) in a two-dimensional space is given by the formula: