You can remember the meaning of 丢掉 with this easy mnemonic:
I forgot to bring the house keys, can you throw (丢) them down or just drop (掉) them so I'd be able to catch it? Don't lose it in the bushes!
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.