You can remember the meaning of 进去 with this easy mnemonic:
I heard that if I enter (进) through this passageway, and go (去) in that room over there, l will find a valuable ancient treasure box.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.