Brownlee J. Data Preparation for Machine Learning...2020

Textbook in PDF format

Data preparation involves transforming raw data in to a form that can be modeled using machine learning algorithms.
Cut through the equations, Greek letters, and confusion, and discover the specialized data preparation techniques that you need to know to get the most out of your data on your next project.
Using clear explanations, standard Python libraries, and step-by-step tutorial lessons, you will discover how to confidently and effectively prepare your data for predictive modeling with machine learning