I would recommend a solid background in linear algebra, probability theory, and analysis. Moreover, for some sections, it is helpful to have experience with functional analysis, optimization, and statistical learning theory.

Some helpful resources are linked here: https://www.reddit.com/r/MachineLearning/comments/najnjg/r_t...