Applied Predictive Modeling

An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics Book 103)

The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition (Springer Series in Statistics)

R for Data Science: Import, Tidy, Transform, Visualize, and Model Data

Machine Learning with R: Expert techniques for predictive modeling, 3rd Edition

Regression Modeling Strategies: With Applications to Linear Models, Logistic and Ordinal Regression, and Survival Analysis (Springer Series in Statistics)

Fundamentals of Machine Learning for Predictive Data Analytics: Algorithms, Worked Examples, and Case Studies (The MIT Press)

Practical Statistics for Data Scientists: 50 Essential Concepts

ggplot2: Elegant Graphics for Data Analysis (Use R!)

Machine Learning with R - Second Edition: Expert techniques for predictive modeling to solve all your data analysis problems

Statistical Rethinking: A Bayesian Course with Examples in R and Stan (Chapman & Hall/CRC Texts in Statistical Science Book 122)