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Regression With XGBoost, CatBoost & LightGBM Collection

Code snippets for training regression models with XGBoost, CatBoost and LightGBM

XGBOOST

Tuning XGBoost Hyperparameters with Grid Search

XGBRegressor - Training a Regression Model With XGBoost

XGBoost Early Stopping To Avoid Overfitting

XGBoost RandomizedSearchCV - Tuning an XGBoost Regression Model

CATBOOST

Catboost - Training a Regression Model on GPU

How to Train a Catboost Classifier with GridSearch Hyperparameter Tuning

CatBoostRegressor - Training a Regression Model With CatBoost

LIGHTGBM

LightGBM Custom Loss Function

LGBMRegressor - Training a LightGBM Regression Model

LightGBM Hyperparameter Tuning with GridSearch