One of the hardest parts when you are a newbie is to know what projects are suitable for your (current) skillset. Needless to say a graphics card is most likely not...
I have personally learned pretty much everything by being genuinely interested in whatever I decide to do and trying not to take the easy path (by just copying someone elses design) but to learn how everything works and design stuff myself. I think a good guideline for learning and selecting your projects is that unless you understand how every aspect of the project you are interested in works, then the project is too difficult for you. Then you just need to go through all the different topics you do not understand in small portions (and maybe make smaller related projects) and learn them.
All of us have been there done that, I remember one of my first bigger electronics projects was a solid-state tesla coil like 13 years ago. Without an oscilloscope. Or any other measurement instruments (except 5€ multimeter). Or much understanding of it at all. I did manage to get a few sparks off it (from the correct part of the device even!) but when it stopped working I had no idea what to do because I did not understand well enough how it works.
If you are interested in graphics card design then I suggest you start looking in to embedded programming. Start with something simple like Arduinos and make something with them. Then graduate onwards to ARMs or FPGA-design. Most important thing is that do and build stuff that you WANT to and that you find FUN to do. Just remember the difficulty part, it is never fun to fail and doing projects that are of a suitable level for you negates that risk.
If you are interested in how computers and CPUs and graphics cards work then I'll take a shot and recommend you this book:
http://www.amazon.com/Computer-Organization-Design-Fourth-Edition/dp/0123747503/ it might be a bit too difficult for you right now (or maybe not, since I do not know you or your skill level
) but it might be a good long term goal to read it and understand it. Something like Wikipedia is a good accompaniment, just look through all the terms you are not familiar with and try to understand them.