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Put your money on somebody/something
Gambling Tone
Conveys a casual attitude towards investing or making a choice, with a risk of loss involved. 
Not Literal
Often used figuratively rather than implying actual betting. 
Casual Expression
Commonly used in informal conversation among friends or colleagues. 