The Euclidean Norm, also known as the L2 norm or Euclidean length, is a measure of the magnitude of a vector in Euclidean space, calculated as the square root of the sum of the squares of its components. It is widely used in various fields such as machine learning, physics, and computer graphics for measuring distances and optimizing algorithms.