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TRANSFORM YOUR BUSINESS RETENTION WITH PREDICTIVE REVENUE INTEL

Customer churn kills growth. If you wait for cancellations, you are too late. You need an automated Machine Learning pipeline that predicts exactly which users are at riskweeks before they leave.

As a seasoned Software Developer, I engineer end-to-end predictive analytics tailored to your data structure (Telecom, SaaS, FinTech, E-commerce). I deliver enterprise-ready pipelines that turn raw user telemetry into actionable retention strategies.

WHAT I BUILD FOR YOU:

* Advanced Data Engineering: Pipelines handling missing fields and high-cardinality variables.

* Imbalance Correction (SMOTE): Synthetic oversampling to handle sparse churn datasets without false-positive bias.

* Multi-Algorithmic Evaluation: Training across XGBoost, LightGBM, and Random Forests alongside Deep Learning networks.

* Hyperparameter Tuning: Bayesian/Grid optimization to maximize Precision, Recall, and F1-Scores.

* Dashboard Deployment: Interactive web apps displaying dynamic risk scorecards and feature maps.