You only need to know that if you are studying the field. A good explanation of deep learning is no more surprising to the general populace than general relativity is (spacetime isn't actually the surface of a balloon).
That's not correct though, theres plenty of reasons why on an intuitive level neural networks should not work. Also, genetic algorithms are intuitively appealing but do not work well.
