Hello.
if you are a BSc student and after doing MSc or MCA you want to give GATE exam so I am suggesting you to prepare from the very first day because you are going in a different Path, which may be different in the comparison of the syllabus of GATE exam so along with the study of your bachelor you should give a part of your time to the study for GATE syllabus, if you want to  give GATE exam in computer science stream then MCA will be better after your bachelor , and Msc. in Computer science will also be better, if you want to give GATE exam in another stream then you can pursue MSc in any of the subject.
Best of luck

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