Dear Jenna. I don't think anybody can tell whether it will be snow in Beijing during the third week of November. Weather forcast can tell within 3 to 7 days, but it is just Oct now.
All the attractions are accessible to tourists from home and abroad. Tour company will make arrangements for you so as to save your own plan and preparation.