Recommended Books

Fall:
Theory:  UA notes by H. Flashka

Methods: UA notes by M. Tabor (available in UA store) 
Algorithms:

Spring:

Optimization:

Probability, Statistics, Stochastic Processes and Data Science:

         H. E. Taylor and S. Karlin, 3rd ed. Academic Press, Feb. 1998.