Euclidean distance is a fundamental concept in machine learning that plays a important role in measuring the similarity between data points. It provides a quantitative measure of the distance between two points in a multi-dimensional space. By calculating the Euclidean distance, we can determine the similarity or dissimilarity between data points, which is essential in