I applied online. The process took 2 months. I interviewed at Gilead Sciences (Foster City, CA) in Aug 2016
Interview
First call with recruiter checking experience
Second call with hiring manager
Third round is 3 to 4 hours with 6 people from different department, depending on if they can fit everyone in, there might be an additional call.