You can remember the meaning of 艺术家 with this easy mnemonic:
As an artist, I don't have any special skill (艺) or method (术) for drawing. I just come home (家) and paint what's on my mind.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.