When you're first starting out?
For maths - Solid linear algebra, and some ability to solve differential equations.
For physics - Some EM, some classical mechanics, Lagrangian mechanics desirable but you'll pick it up as you go along anyway.
As you progress? Analysis, algebra.
The most important concepts? Hmm.
1. Quantum mechanics is linear
2. Physical systems are described by 'states' - linear combination of basis states. Aka a wavefunction. The modulus-squared of the wavefunction is a probability distribution.
3. The state evolves according to the Schrödinger Equation
4. The performance of a measurement forces the system into a single state. This is irreversible.
Most of quantum mechanics falls out from this.