Supervised Learning Algorithm

machine-learning

Definition

Supervised Learning Algorithm

A supervised learning algorithm $A$ is a learning algorithm that maps a set of training data to a specific hypothesis:

$$A:(\mathcal{X}\times \mathcal{Y}{)}^m\to \mathcal{H}$$

where:

• $\mathcal{X}$ is the instance space.
• $\mathcal{Y}$ is the label space.
• $\mathcal{H}$ is the hypothesis class.