The Mathematical Structure Of Quantum Theory is built on the Framework of Hilbert spaces, where states are represented as vectors and Observables as operators. This formalism allows for the Probabilistic Nature Of Quantum Mechanics and encompasses principles like superposition and entanglement, which are pivotal to Understanding quantum phenomena.