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Fiverr Pro
Nederlands
$
USD
I will develop customer churn prediction machine learning models insurance churn model
Over deze dienst
I WILL DEVELOP AN EFFECTIVE MACHINE LEARNING MODEL FOR YOU
Are you losing valuable policyholders or subscribers to competitors?
Customer retention is significantly cheaper than acquisition. I develop high-performance, robust Customer Churn Prediction Machine Learning Models tailored for insurance companies, SaaS platforms, and subscription businesses.
What I Deliver:
- End-to-End Data Pipeline: Advanced feature engineering, categorical encoding, outlier removal, and handling severe class imbalance (SMOTE / focal loss).
- High-Accuracy Algorithms: Training production-ready models using XGBoost, LightGBM, CatBoost, Random Forest, and neural networks.
- Explainable AI (XAI): Full SHAP & LIME interpretability analysis so your retention team knows why a customer is at risk.
- Threshold Optimization: Tuning decision thresholds using Precision-Recall (PR-AUC) and ROC-AUC curves for maximum business ROI.
- Interactive Deployment: Clean integration into interactive Streamlit web apps or RESTful FastAPI inference microservices.
Tech Stack: Python, Pandas, Scikit-Learn, XGBoost, LightGBM, SHAP, PyTorch, Streamlit.
Lets protect your revenue. Contact me today to discuss your dataset!
