You can remember the meaning of 手机 with this easy mnemonic:
Cell phones have transformed from bulky machines (机) to comfortable hand (手) held devices.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.