I joined a college via COMEDK. Do I pay the entire 4 years fees if I decide to drop out from the course?

The answer to your question depends on the college you have joined and their policies regarding fee refunds for students who drop out of their courses. Some colleges may refund a portion of the fees paid while others may not refund any fees at all. I suggest you contact your college administration a