Dimensionality Reduction - Dimension Reduction

Feature Dimensional Reduction - Approaches

Relevance

is the process of SELECTING A SUBSET of features (variables, predictors)

Extraction - Embeddings

is the process of TRANSFORMING THE SET of features (variables, predictors)