aannny advice?

sooo theres a boy that realllyy interests me but unfortunately for me we are not friends :( weve been at the same class before (middle school) but after we graduated and got into highschool i havent seen or heard about him at all. this year i guess he has a friend in my class so hes oftenly around and we also take the same bus so i see him quite regularly. i really want to be his friend and idk talk to him but i have no idea how to do it. im afraid that he might think im a weirdo. i tried to befriend his friend whos also my classmate but hes such a pain and he wouldnt even talk to me??? one of my friends came up with the idea to give both of them cookies when i make some (i bake cookies and give my classmates time to time) and i think it was such a brilliant idea like who wouldnt want some cookies right??? appearently there are some ppl who would deny such opportunity because BOTH of them REJECTED my request T_T i dont know if i have any chance with him anymore and that really upsets me hes such a nice person and its not that i want to date him or anything i just want to be his friend ykwim? and i dont have much time left we are graduating this year ugghh. btw im pretty sure he doesnt have a gf. he also doesnt take the bus after school unless its a special occasion (hes taking extra classes after school). please please please give me some advice should i just let go? should i keep trying my chance? if so how?? any advice is a good advice :p