Linear algebra is the workhorse of machine learning, quantum mechanics, and economics. Higher linear algebra ignores matrices and focuses on vector spaces and linear transformations.
Real Analysis is often the first "true" higher math course, where calculus is rebuilt from the ground up using rigorous proofs. Analysis I & II by Terence Tao