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