Feature Engineering

Learning Objectives

At the end of this chapter, the reader will be able to

Understand the need for feature engineering in machine learning

Appreciate the methods for feature selection

Knowledge of factor analysis

Understand the concepts of dimensionality reduction using PCA and LDA

Implement Python-based examples using PCA and LDA