Are there any books, articles or videos that explain the central concepts of machine learning from a layman's perspective?

I have very little programming knowledge and even less math. I would like to be able to understand the concepts, methods and paradigms of ML, even at a very high, broad level. Later in my education I'm going to be dealing with it in more detail, so I'd like to have some context, which makes anything easier to learn.