Euclidean distance is a fundamental concept in mathematics and plays a important role in machine learning algorithms. It is a measure of the straight-line distance between two points in a Euclidean space. In the context of machine learning, Euclidean distance is used to quantify the similarity or dissimilarity between data points, which is essential for