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light-gbm

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Determining whether two questions are asking the same thing can be challenging, as word choice and sentence structure can vary significantly. Traditional natural language processing techniques been found to have limited success in separating related question from duplicate questions. In this paper, we explore methods of determining semantic equi…

  • Updated Jul 7, 2018
  • Jupyter Notebook

This project predicts driver attrition at Ola using ensemble models (Random Forest, XGBoost, LightGBM). It includes data preprocessing, feature engineering, imbalance handling, and model tuning, evaluated with Precision, Recall, F1, and ROC-AUC to identify churn factors and improve retention.

  • Updated Sep 18, 2025
  • Jupyter Notebook

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