Supervised learning uses training sets provided by an external supervisor.
Unsupervised learning is about finding structure hidden in collections of data.
While Reinforcement learning is different from both, supervised and unsupervised learning. Reinforcement Learning does not have the desired behavior for all situations and it tries to maximize a reward signal instead of finding hidden structures.
Ali's Researches 