Hi,

Gate exam is conducted every year by one of the IITs . It is good  to start preparing early. You can start preparing from the first year of your masters. As there are many papers specific to each stream and have specific eligiblity so the preparation is required for specific subject. After b.sc it depends in which stream you do masters, you can prepare accordingly.

Hope this helps.