Machine Learning vs Deep Learning -- Where to use what?

In the technology world, where the buzzwords are now shifting from software development to data science and especially Machine Learning and Deep Learning, it becomes important for young data science aspirants to know the real difference between these two technologies. Let's start with Machine Learning.