What is the difference between feature selection and feature extraction?

Question

Machine Learning — Medium

What is the difference between feature selection and feature extraction?

Accepted Answer

Feature selection involves choosing a subset of original features to keep, while feature extraction creates new features by transforming or combining existing ones. This distinction is crucial in understanding how each method impacts the dimensionality of the dataset.