Machine learning is transforming last mile delivery by enhancing predictive analytics and optimization processes. By analyzing vast amounts of data, machine learning algorithms can predict traffic patterns, weather conditions, and customer preferences, enabling companies to make better decisions regarding delivery routes and times. This level of sophistication helps improve delivery accuracy, reduce delays, and optimize operational efficiency, leading to cost savings and better customer experiences.