Data science projects explained step by step?
If you want an application-oriented book, consider Christopher Bishop's Model-Based Machine Learning. He has more technical books that are well regarded.
If you are looking for lots of code, Probabilistic Programming &amp; Bayesian Methods for Hackers is an option.
Another introductory book with a more statistical bent is An Introduction to Statistical Learning with Applications in R. Again, the authors have a well-regarded technical version of the book.