Question

Consider the following graphs (Figure 1 and Figure 2) that demonstrate the two types of Supervised Learning Models of Artificial Intelligence. Identify and explain each model giving suitable examples of each.

Hint:

Regression models predict continuous outcomes, while classification models predict categorical outcomes.

Answer 1

Figure 1: This graph represents Linear Regression (a regression model) where a straight line fits the data points, predicting a continuous output. Example: Predicting house prices based on square footage. Figure 2: This graph represents Logistic Regression (a classification model) where data points are classified into two categories, usually indicated by a sigmoid curve. Example: Classifying emails as spam or not.