According to Arthur Samuel (https://en.wikipedia.org/wiki/Arthur_Samuel), data science gives computers the ability to learn without being explicitly programmed. So, any piece of software that will consume training examples in order to make decisions over unseen data without explicit programming is considered learning. Data science or learning comes in three different forms.

Figure 1.12 shows the commonly used types of data science/machine learning: