Mathematical expectation for learning theory

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Which advanced math topic is most relevant in fully understanding mathematical expectations and becoming comfortable with manipulating them?

To gain mastery in working with expectations over complicated math domain, fully understand what is random what is fixed, in continuous and discrete domains which advanced math course might be most helpful?