You can remember the meaning of 以后 with this easy mnemonic:
After (后) the party, John used (以) his garage tools to try and fix his Jeep. He failed and thought to try again later.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.