You can remember the meaning of 放手 with this easy mnemonic:
During a yoga class, I was told to release (放) tensions in my shoulders and hands (手) to let go of my worries.
Using mnemonics to remember the meaning of Chinese characters like can have an enormous impact on how long to learn Mandarin it takes.