Awkwardness doesn't come across as creepy to you, but it may to other people. The vast majority of men aren't harassers or abusers, but a lot of women revel in the power to label them "creepy".

If I were young I would stick to dating apps exclusively, since everyone on the app has already signaled a receptiveness to advances.