Introduction: The Quantum Leap in Machine Learning The convergence of quantum computing and machine learning is not merely a theoretical concept; it represents a rapidly advancing frontier poised to redefine how we tackle computationally intractable problems. Quantum Machine Learning (QML) leverages the unique principles of quantum mechanics—such as superposition and entanglement—to augment or fundamentally alter