What form(s) of math does this machine learning course indicate as needed?

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Below image is from a PDF attached to a machine learning course by Manning Publications (this one).

Other than that image, the course description does not explicitly state what areas of mathematics are required for it.

In that image I do recognize some set theory notation. But besides that, if a person wanted to prepare to understand the course material better, what areas of math should they study?

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