Ya man its deffinitely possible, i did as a begginner it over 3 years ago, its just a matter of eating, eating, and eating some more, the more sleep the better, and remember your body builds muscle while you rest.
Make sure you are eating cottage cheese before bed, try to keep your meals as calorie dense as possible, those are just a couple of things off of the top of my head.
Just like scottiscool said, JB's Massive Eating, look at a some of Waterbury's stuff. As a begginner your muscles will pretty much respond to almost anything, but the key to growing is EATING!!!