Deep learning is a subfield of machine learning, i.e. in deep learning we are dealing with algorithms which learn from examples, similar to machine learning. The main difference between deep learning and machine learning is that deep learning models have a notion of multiple layers or multiple levels of hierarchy, which opens up the possibility of being able to learn models for more complicated tasks.