Yes, you can pursue a course in banking after studying science in class 12th. Math is one of the mandatory subjects required for some courses, and science students will benefit from that. There are courses such as B.Sc in Banking & Finance, B.Com in Banking & Finance, BBA in Banking, Financial Services & Insurance for candidates with Science background.