What is the difference between likelihood and probability?

Very hard Difficulty

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Statistics question

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Here's a Hint

Explain the mathematical relationship between these concepts, specifically highlighting how likelihood is a function of parameters given fixed data, while probability is a function of data given fixed parameters.