The era of qubit technology revolution is fundamentally altering how we handle complex challenges. These next-gen platforms are opening new dimensions computational strength and problem-solving. Quantum machine learning represents a promising convergence of quantum computing and machine intelligence, guaranteeing to accelerate pattern recognition