Feature
An observable measure of the data for example height, length. Other terms that can be used are characteristics, attribute, property.
Dimensionality Reduction
Process of reducing the dataset into lesser dimensions ensuring that it conveys similar information
Feature selection
Process of selecting relevant features of the provided dataset.