A Ball Tree is a data structure used for organizing points in a multi-dimensional space, primarily to facilitate efficient nearest neighbor searches. It recursively partitions data into nodes defined by a center point and radius, optimizing both space and query time complexity compared to other tree structures like KD-Trees, especially in higher dimensions.