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mice-imputation

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🩺CKD Ensemble Classifier ML-based Chronic Kidney Disease prediction using 24 ensemble models across 3 feature sets (All, RFE, Boruta). Built with FastAPI + React/TypeScript, featuring MICE imputation, Borderline-SMOTE, and 8 ensemble methods (RF, XGBoost, LightGBM, GBDT, AdaBoost, Bagging, Stacking, Voting). Replicates Rahman et al., 2024 methord.

  • Updated May 31, 2026
  • Python

An end-to-end machine learning project for predict employee job change after data science training using LightGBM with advanced preprocessing (MICE, SMOTE), SHAP explainability, and an AI agent powered by FastAPI, Streamlit, LangChain, and Ollama to provide actionable retention insights.

  • Updated Jun 26, 2026
  • Jupyter Notebook

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