Abstract: The field of machine learning -- loosely defined as nonparametric statistical modeling -- has become enormously successful over the past fifty years, partly by forgoing the parametric models familiar to statisticians. A consequence of this philosophy has been that these methods result in algebraically-complex models that provide little human-accessible insight into the workings of the...