Chapter 11: Things That Can Give Additional Improvement

 

 

11.1: Introduction

There are factors beyond feature engineering and feature selection that can help in improving the predictive power of the model. These are data cleaning, domain-specific feature engineering, ensemble learning, and hyperparameter optimization. We will briefly discuss hyperparameter optimization and ensemble learning in this chapter.