Introduction to mathematical statistics by Robert V. Hogg and Allen T. Craig

Nice and very readable book, written for math undergraduates. Some familiarity with statistics is obviously essential for studying Statistical Mechanics, yet the mainstream math courses for physicists don't cover it, and neither do the physics books.