Foundations of Data Science with Python

by John Shea

Foundations of Data Science with Python introduces readers to the fundamentals of data science, including data manipulation and visualization, probability, statistics, and dimensionality reduction. This book is targeted toward engineers and scientists, but it should be readily understandable to anyone who knows basic calculus and the essentials of computer programming. It uses a computational-first approach to data the reader will learn how to use Python and the associated data-science libraries to visualize, transform, and model data, as well as how to conduct statistical tests using real data sets. Rather than relying on obscure formulas that only apply to very specific statistical tests, this book teaches readers how to perform statistical tests via resampling; this is a simple and general approach to conducting statistical tests using simulations that draw samples from the data being analyzed. The statistical techniques and tools are explained and demonstrated using a diverse collection of data sets to conduct statistical tests related to contemporary topics, from the effects of socioeconomic factors on the spread of the COVID-19 virus to the impact of state laws on firearms mortality. This book can be used as an undergraduate textbook for an Introduction to Data Science course or to provide a more contemporary approach in courses like Engineering Statistics. However, it is also intended to be accessible to practicing engineers and scientists who need to gain foundational knowledge of data science. Key

464 pages, Hardcover

Published February 22, 2024

About the author

John (Jack) Shea is a theologian and storyteller who lectures nationally and internationally on storytelling in world religions, faith-based health care, contemporary spirituality, and the spirit at work movement. Formerly, he was a professor of systematic theology and the Director of the Doctor of Ministry Program at the University of St. Mary of the Lake, a research professor at the Institute of Pastoral Studies at Loyola University of Chicago, and the Advocate Healthcare Senior Scholar in Residence at the Park Ridge Center for the Study of Health, Faith and Ethics. He has also taught at the University of Notre Dame and Boston College. He has published thirteen books of theology and spirituality and two books of poetry.