One vertex per element, one color per generator, with an edge from x to x·s.
(1,2,3,4)(5,6)(7,12)(8,10)(9,11)(13,14)(15,24)(16,29)(17,21)(18,23)(19,22)(20,27)(25,34)(26,35)(28,42)(30,41)(31,38)(32,39)(33,37)(36,43)(40,44)(5,7,9,8)(6,10,11,12)(13,15,17,27)(14,20,21,24)(16,26,19,33)(18,25,31,44)(22,35,29,37)(23,40,38,34)(28,30,43,32)(36,41,42,39)(2,4)(5,8,9,7)(6,10,11,12)(14,21)(15,25)(16,19)(18,32)(20,34)(23,41)(24,40)(26,28)(27,44)(30,31)(33,43)(35,36)(37,42)(38,39)(6,11)(10,12)(13,16,17,19)(14,22,21,29)(15,26,27,33)(18,30,31,32)(20,35,24,37)(23,39,38,41)(25,43,44,28)(34,42,40,36)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.