Quantum computing positions itself as a major technological area. The field encapsulates diverse strategies to leveraging quantum mechanical principles for computing progress. The convergence of traditional and quantum computing via quantum-classical hybrid techniques represents a pragmatic path toward attaining quantum computational advantages in