Machine learning in predictive analytics is used to analyze data patterns and forecast future outcomes. By employing algorithms that learn from historical data, machine learning models can identify trends, make recommendations, and enhance decision-making. This application is particularly valuable in fields like finance, healthcare, and marketing, where anticipating user behavior or market movements can lead to significant advantages.