In theory it's surely possible to do so. As you mention having professors to help you when you see having issues understanding things, etc. can be amazingly helpful, but I imagine someone sufficiently motivated could teach themselves. The difference is they will unlikely be able to find gainful employment as an RF engineer, which goes in hand to what GP suggests.
