This module aims to provide a more theoretical basis for understanding algorithms while being strongly motivated by practical applications. It introduces classical algorithms while exposing the student to the logic of algorithmic design, data structures and computational complexity. It is primarily intended for second and third year students registered on the undergraduate degree programmes offered by the Department of Statistical Science, or jointly with other departments.