Deep Learning is not just a fancy way of saying "we're going to make computers smarter than humans." It's actually a method of machine learning where the computer is like that one friend who remembers everything you've ever told them, but also has a bad habit of reminding you about the one time you ate that questionable Tupperware in college.
Think of Deep Learning as a super-smart, slightly judgmental AI that's always like, "Hey, remember that one time you wore a mullet and thought it was a good idea? Yeah, me neither, human."