Non-Parametric Learning Algorithm The memory usage of the algorithm grow linearly as a function of the size of the dataset n. Parametric Learning Algorithm There’s a fixed set of parameters \theta_{i} that you learn once, which you then use to make predictions. You don’t need to keep the dataset around.