Starting from pre-calculus what areas of mathematics (with book recommendations) should one study rigorously to have the foundations to pursue a PhD in Machine

Starting from pre-calculus what areas of mathematics (with book recommendations) should one study rigorously to have the foundations to pursue a PhD in Machine Learning?