You can remember the meaning of 化学 with this easy mnemonic:
Do you want to learn how to change (化) the color of this egg? We will learn (学) this in chemistry class!
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.