You can remember the meaning of 死去 with this easy mnemonic:
I've heard that when dogs know they're going to die (死), they go (去) off to a hidden place so their owners wouldn't know they died.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.