Over four workbooks we go into depth in several aspects of Featuretools functionality while building a model which predicts how long a New York City taxi trip will take from the pickup location. We show how to augment a basic machine learning data science pipeline quickly with Featuretools and demonstrate how to write your own custom primitives.