Feature Extraction and Feature Selection
Feature Extraction
Feature extraction is for creating a new smaller set of features that stills captures most of the useful information.
Feature Selection
Feature selection is for filtering irrelevant or redundant features from the data set. Selection keeps a subset of original feature while feature extraction creates brand new ones.