I usually drive somewhere and spend a day (usually the night, but whatever) walking around for about 6 hours caching... I'd bike, but LA and bikes are like oil and water, and I only have a flatland BMX bike which is very hard to ride as a mode of transportation, not to mention uncomfortable.
That said, I would if I could.