I've contributed to Chromium recently and was amazed by how quickly and painlessly everything was.

I expected to run into a lot of problems with building, missing dependencies etc. but it just worked. This despite the fact that the fully checked out source is 37Gb!

I can highly encourage beginners to take a stab at contributing to Chromium, you can learn a lot.