The Euclidean distance is a fundamental concept in mathematics and plays a important role in various fields, including artificial intelligence and machine learning. It is a measure of the straight-line distance between two points in a multi-dimensional space. In the context of machine learning, the Euclidean distance is often used as a similarity measure to