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 trends that indicate a high likelihood of a customer churning. This