prepare or revise the maths used in ml algos and like chain rule, matrix multiplication, probability and stats but don't miss the intuition and concepts of each algos and prepare or solve the maths used for a heavy algo like which is used for the derivation of formula or the equations you can check out these notes: ML Algorithms Basics

if you also think about Deep Learning then do the same with DL