You can remember the meaning of 赶快 with this easy mnemonic:
If we want to catch up (赶) with him, we have to leave at once and drive fast (快)!
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.