Spot on. Linear algebra and calculus. Especially how to multiply vectors and matrices and how to do derivations (to get gradients).

This is abstracted away from you if you’ll use Scikit Learn (or a similar ML library), but if you want to understand how the algorithms work, linear algebra and calculus is critical.