A first objective of this talk is to show recipes for the challenges found when combining Deep Learning with Robotics in open environments. Next, to contrast the theory of constructed emotion about how people detect emotions from the neuroscience point of view vs how these mechanisms are being implemented using Deep Learning focusing on the development of an emotion detection model from the voice tone.