Today's computational challenges call for advanced solutions that traditional methods wrestle to solve effectively. Quantum technologies are becoming powerful movers for solving intricate issues. The promising applications span numerous sectors, from logistics to pharmaceutical research. Machine learning boosting with quantum methods symbolizes a