All Of Statistics by James Wasserman

A Concise Course in Statistical Inference

A concise, mathematically grounded introduction to statistical thinking and inference for data analysis. It builds from probability fundamentals to estimation, hypothesis testing, regression, classification, nonparametric methods, and resampling, highlighting intuition, asymptotics, and practical implementation. Designed to equip readers with core tools used in modern statistics and machine learning with minimal prerequisites.