One vertex per element, one color per generator, with an edge from x to x·s.
(1,2,4,3)(5,6)(7,8)(9,11)(10,12)(13,14)(15,23)(16,27)(17,22)(18,20)(19,24)(21,29)(25,31)(26,36)(28,40)(30,33)(32,38)(34,41)(35,37)(39,42)(43,44)(5,7,9,12,10,11,8,6)(13,15,16,25,17,26,28,39,18,24,29,37,30,38,41,44)(14,19,21,31,22,32,34,42,20,23,27,35,33,36,40,43)(1,3,4,2)(5,8,10,9)(6,7,12,11)(14,20)(19,23)(21,27)(22,33)(31,35)(32,36)(34,40)(42,43)A Cayley diagram is a choice, not a fact about the group. Another drawing of this group — in a book, or on a different generating set — may look nothing like this one.