The text explains the mechanics of feedforward networks and the backpropagation algorithm.
Alpaydin explains the difference between assuming a specific data distribution (parametric) and letting the data speak for itself (non-parametric, like k-nearest neighbors). 3. Dimensionality Reduction introduction to machine learning ethem alpaydin pdf github