I am more interested in application of technical knowledge rather than regular courses. Should I go for GATE?

Yes, of-course. After all you need to have technical knowledge in the first place to be able to apply for it. There are no constraints in IITs. The flexibility in choosing courses is what makes you a good researcher here. Therefore, stop thinking and start preparing now!