You can remember the meaning of 胖子 with this easy mnemonic:
I've always been kind of a fat (胖) child (子) growing up, but I didn't want to turn into a fat person when I grew up, so I started working out in high school.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.