SujayAery/SuperKart-model

SuperKart Sales Prediction Model

Model Description

This is a RandomForest model trained to predict sales revenue (Product_Store_Sales_Total) for SuperKart stores. It utilizes a Scikit-Learn Pipeline that handles:

1. Preprocessing: OneHotEncoding for categorical variables and Scaling for numerical variables.
2. Modeling: The best performing regressor selected from Random Forest, Gradient Boosting, and XGBoost.

Performance

• RMSE: 280.8544
• R2 Score: 0.9309
• MAE: 114.7186

Usage

This model expects a pandas DataFrame with the same columns as the training set (Product_Weight, Product_Sugar_Content, etc.).