Scientists have created draft versions of the human genome, as well as for many species with smaller, simpler genomes, including several varieties of bacteria, a worm, a plant, and a fly. Efforts are underway to find the sequence of mouse, rat, zebrafish, mosquito and many others. The mathematical and computational problems are significant, and the efforts of our University of Maryland group to make this procedure more efficient and effective will be described.