Avocado Prices XGBRegressor

DataSet From Kaggle - Avocado Prices

Overview

• Language: Python v3.9.15
• Package: Scikit-Learn, xgboost
• Model: XGBRegressor
• Loss Function: Mean Squared Error
• Use GridSearchCV For Automatic Parameter Tuning, cv = 5
• Label Encoding to deal with string type column

Data Distribution

Result

• Best Params: {'gamma': 0, 'max_depth': 7, 'n_estimators': 1000, 'reg_lambda': 10}
• Mean Squared Error: 0.03500582893385328
• R2: 0.79