Minkowski distance is a metric used to measure the distance between two points in a normed vector space, generalizing both Euclidean and Manhattan distances. It is defined by a parameter 'p' which determines the type of distance, with p=2 yielding the Euclidean distance and p=1 yielding the Manhattan distance.