Machine learning algorithms improve customer insights by analyzing large datasets to identify patterns and trends in consumer behavior. Through techniques such as predictive modeling, businesses can anticipate customer needs and personalize recommendations, enhancing the overall customer experience. These algorithms continuously learn from new data, allowing businesses to adapt their strategies effectively. Additionally, machine learning enables real-time analysis of customer interactions across various platforms, providing valuable insights into preferences, leading to improved targeting and engagement in marketing efforts.