Tag: LightGBM

All the articles with the tag "LightGBM".

• Type II Diabetes Risk Prediction – Published Research

  1 Feb, 2026

  A multiclass ML system predicting Type II diabetes risk from NHANES lab and lifestyle data, published in IEEE. Built a full pipeline with LightGBM, Optuna, MLflow, and feature ablation studies.

• Room Occupancy Detection – Time-Series-Aware ML from Sensor Data

  18 Jul, 2024

  A machine learning project predicting room occupancy from environmental sensors — with careful time-series cross-validation, SMOTE for class imbalance, model comparison across Random Forest, XGBoost, and LightGBM, and SHAP-based interpretability.