it depends on what you want to know,
for classic statistics, take a look at Statistical Inference By Casella 2nd International Edition
for multivariate analysis, An Introduction to Generalized Linear Models, Third Edition (Chapman & Hall/CRC Texts in Statistical Science)
for application/theory of statistical learning, An Introduction to Statistical Learning: with Applications in R (Springer Texts in Statistics)
and The Elements of Statistical Learning: Data Mining, Inference, and Prediction, Second Edition