AI Learning Mechanism includes deep learning, radiologist and 'deep medicine', machine prediction and human decisions, caregiving, and two 'why'.One is 'why deep learning differs from deep understanding?'.The other is 'why human are underrated?'.Yet the old idea that “general” AI would mimic human cognition has given way to today’s multitude of practical, narrow AIs that operate differently from the human mind.