"Autumn in Istanbul"
Think of it like this..."which autumn are you talking about?" "Autumn in Istanbul."
This is modifying "autumn" and is treated as an adjective of sorts in Turkish. Modifiers must always precede the things they modify in Turkish. If it comes after, you are using it as a predicate and actually formed a sentence. :)