How do I approach a senior girl of my college?

She's my crush and she's quite shy and studious. She arrives at the college all by herself without any friends and goes home the same way. Now she knows that i watch her. My friends told me that she has a lot of attitude.
So how do i approach her without looking creep like others?
How do I approach a senior girl of my college?
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