You should take science with mathematics or commerce with mathematics in 10+2.
After that you can do engineering, or anyother course which involves mathematics.
But it would be preferable if you study commerce or Statistics or mathematics or economics in your higher studies.
After that go for MBA or CA.
These are the process to become an Investment banker.