Learning Algorithm

machine-learning

Definition

Learning Algorithm

A learning algorithm $\mathcal{A}$ is a procedure that maps a training dataset $D$ to a specific hypothesis $h$ within a hypothesis class $\mathcal{H}$.

The algorithm typically identifies $h$ by minimising an empirical loss function or maximising a likelihood.