There are also some nice walks to do in the "Oslomarka", i.e. the woods surrounding Oslo.

Either T-Bane Line 1 to "Frognerseteren" (last station) or Line 3 to "Sognsvann" (last station):
You are now in the middle of nature and can start the tours directly from the T-Bane stations!