You can remember the meaning of 骑士 with this easy mnemonic:
The horseman was skilled at riding (骑) horses, but he was nowhere as good as the scholar (士).
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.