You can remember the meaning of 他人 with this easy mnemonic:
He (他) was not a man (人) who wanted his own children. The thought of having full responsibility for another human was too much to him.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.