In today's competitive landscape, understanding and mitigating customer churn is crucial for businesses to thrive. Machine learning offers a powerful set of tools to predict attrition accurately. By analyzing historical data points such as usage patterns, ML algorithms can identify signals that indicate a significant risk of a customer disengaging.