This chapter is intended for all audiences and is an integral part of this book. We will demonstrate how to build predictive models for healthcare using example data and an example machine learning problem. We will preprocess the data one feature at a time. By the end of this chapter, you will understand how to prepare and fit a machine learning model to a clinical dataset.