Top textbooks for Probability and Statistics
“Figure out why you're so unlucky”
Probability Theory: The Logic of Science
E. T. Jaynes
A First Course in Probability
Sheldon Ross
Statistical Rethinking: A Bayesian Course with Examples in R and Stan
Richard McElreath
Introduction to Mathematical Statistics
Robert V. Hogg, Joseph W. McKean, Allen T. Craig
All of Statistics: A Concise Course in Statistical Inference
Larry Wasserman