Supervised learning refers to a data set with known outcomes. If it is unsupervised, there are no known outcomes and you won’t have the categories or classes necessary for the machine to learn.
There are two major types of machine learning algorithms in the supervised learning category:
- Classification (which is covered under SVM)
- Regression