It is a misnomer because it's not really about computers, nor is it science (although machine learning has always been much more scientific IMO). But it is about programming. It's just from first principles. It's like learning to build furniture: you first have to learn about wood. Sure, most people will just put something together from IKEA, and that might be satisfying. But they don't really know how to build furniture.