Can KNN be viewed as a form of memory-based learning?

Yes, KNN is a pure memory-based learning algorithm that stores all training instances.

Unlike parametric models that compress knowledge into parameters, KNN retains the entire dataset and uses it directly during inference. This makes it flexible but computationally expensive.