The fuel filter is located under the vehicle along the drivers side frame rail.
If your engine cranks but will not start, you could indeed have a fuel supply issue, but you could also have a spark issue. Check to see what is missing - perform a fuel pressure test and check for spark. Then you can narrow down your focus to a single area. Good luck.