Math/Stats/Computing To Know

Probability with Martingales by David Williams

Probability: Theory and Examples by Rick Durett (warning: deliberately concise)

Theoretical Statistics

Section 1-4 (especially 3) of Casella and Berger

All of Statistics by Wasserman is a nice and quick overview of a lot of topics at the undergrad level

Optimization