The National University of Singapore Institute for Mathematical Sciences organized a program on ``Post-Genome Knowledge Discovery'' from January to June 2002. The program focused on the computational and statistical analysis of sequence and genetic and the mathematical modeling of complex biological interactions, which are critical to the accurate annotation of genomic sequences, the study of the interplay between genes and proteins, and the study of the genetic variability of species. As part of the program, tutorials for graduate students and newcomers to this transdiciplinary area of research were given by experts of the field. In this volume, we have collected expanded write-ups of some of the tutorials that were given during the program. The topics include comparison and alignment of biological sequences, modeling and analysis of biological pathways, data mining and knowledge discovery from biological and clinical data.