I didn't mean it's a requirement, but a fact that what ever DL could do is based on its input (labeled data), and that input has to come from human, or the task

I didn't mean it's a requirement, but a fact that what ever DL could do is based on its input (labeled data), and that input has to come from human, or the task underneath is possible for human.