As robots can act in many ways more and more like humans, it becomes more and more meaningful to be philosophically clear about the fundamental difference between humans and AI machines in terms of learning. This knowledge is desired not only when it comes to the century long question of whether computers can outsmart humans, but also for the sake of knowing the potential and limit of AI development in areas such as AI translation, Human-Machine conversation, and more……