Try to do it between Jan-May..it will be relatively dry, before the monsoons set in, and the days begin to grow longer after the winter solstice, giving you more daylight hours to ride and explore.
Nov- March is the proper time for the better climate and view.... rain starts by April n most of the parts.... you can get bikes on rental at ahija.com