Machine learning significantly enhances personalized marketing by analyzing consumer data to identify patterns and preferences. This enables businesses to deliver customized content, product suggestions, and targeted advertisements tailored to individual user behaviors. By predicting future buying choices and optimizing marketing strategies, machine learning improves customer engagement and satisfaction. Furthermore, it allows companies to efficiently allocate their marketing budgets, ultimately driving higher conversion rates and boosting return on investment.