I. Introduction
Over the past several decades machine learning techniques (also known as statistical learning techniques) have become popular tools in the design of autonomous systems. Their use has enabled robots to perform tasks that were previously impossible, from flying complex aerobatic maneuvers using an autonomous helicopter [1], to quickly traversing challenging terrain using a quadruped [2], to navigating hundreds of miles of desert roads using an autonomous car [3].