How Do Machines Learn?

Recently, there has been a lot of fuss about the word Learning. We always hear about machine learning, deep learning, learning algorithms, etc. But what does this really mean? Did scientists find a way to create a brain-like component and implement it inside machines? Is it just a marketing word used to sell software and services? Are machines going to take over the world? Or what on earth is this about?