You can remember the meaning of 以来 with this easy mnemonic:
According (以) to my records, you haven't come (来) to the dentist since you were 18 years old!
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.