It's worth mentioning that the taxiways are marked by signs as well. Almost always pilots use a chart, ie a map which shows the airport from the air. Runways are numbered according to their magnetic bearing (runway 22 is roughly aligned to 220 degrees magnetic for example) while taxiways are lettered.