Machine learning is, perhaps most simply, the discipline of teaching machines (i.e., computers) how to do things through experience, in a manner that resembles how people learn. (euclidean.com)
It will also help teach machines to differentiate between human - made and natural sounds and to understand the world around them. (sciencedaily.com)
Generally, it's teaching a machine system something that humans do. (prismlegal.com)