Feature Engineering Made Easy

Case Studies

This book has gone through several different feature engineering algorithms and we have worked with many different datasets. In this chapter, we will go through a few case studies to help you deepen your understanding of the topics we have covered in the book. We will work through two full-length case studies from beginning to end to further understand how feature engineering tasks can help us create machine learning pipelines for real-life applications. For each case study, we will go through:

• The application that we are working towards
• The data in question that we are using
• A brief exploratory data analysis
• Setting up our machine learning pipelines and gathering metrics

Moreover, we will be going through the following cases: ...