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superkart-sales-xgb-model – AI Model by vinayakdnrdd | AlphaNeural AI

You can deploy this model and start earning money today!

vinayakdnrdd/
superkart-sales-xgb-model

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tabular-regression

sales-forecasting

huggingface-hub

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SuperKart Sales Forecast Model (XGBoost Regressor)

This repository contains a serialized scikit-learn Pipeline (preprocessing + XGBoost regressor) trained on the SuperKart dataset.

Target

Product_Store_Sales_Total

Training data

Dataset repo: vinayakdnrdd/superkart-sales-data
processed/train.csv
processed/test.csv

Evaluation (test split)

RMSE: 231.3869
MAE: 73.3437
R²: 0.9531

Best Hyperparameters

json

{
  "model__subsample": 0.85,
  "model__reg_lambda": 1.0,
  "model__n_estimators": 800,
  "model__max_depth": 6,
  "model__learning_rate": 0.03,
  "model__colsample_bytree": 0.85
}

How to use

python

import joblib
from huggingface_hub import hf_hub_download

model_path = hf_hub_download('vinayakdnrdd/superkart-sales-xgb-model', filename='superkart_sales_model.joblib')
model = joblib.load(model_path)
y_pred = model.predict(X)  # X: pandas DataFrame with training feature columns