Linear Algebra: Strang (1976): Linear algebra and its applications.
Computational Neuroscience: Dayan & Abbott (2001): Theoretical neuroscience.
Probability: Feller (1968): An introduction to probability theory and its applications.
Information Theory: Cover & Thomas (1991): Elements of information theory.