About

This canvas is a comprehensive Customer Churn Prediction System that builds, validates, and deploys machine learning models to predict customer churn risk with actionable retention recommendations. The workflow processes customer data through preprocessing and feature engineering, trains both Logistic Regression and Random Forest models with full evaluation, generates batch predictions for all customers segmented into HIGH/MEDIUM/LOW risk tiers, and validates API-ready JSON responses for production deployment with CRM integration and comprehensive documentation.