You can remember the meaning of 自行车 with this easy mnemonic:
Someday I wish to see a bicycle that is self (自) driven, and is capable (行) of pulling carts (车) with people in them.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.