If AI is supposed to resemble a human mind with ability to learn, then it must be able to learn from a blanker slate. You don't teach the human before it is born, and in this comparison an AI is born when you finish it's model and set its weights using the training set. If you test it with the training set, you aren't testing ability to comprehend, just regurgitate what it was born with