I did the same whenever I moved to a new city.
I had a part time job in the French Quarter, New Orleans. I walked around and learned all the streets and major landmarks or restaurants. Got a lot of tourists who would ask for directions to somewhere.
Now that I live in rural area, I bicycle around the area. Be amazed at what you see from a bicycle but miss in a car.