Demo Video - https://drive.google.com/file/d/13IMAv6cpEdbRIotc0LK606kKOFp1yv_M/view?usp=sharing
MODEL PERFORMANCE SUMMARY -
| Model | R² Score | RMSE | MAE |
|---|---|---|---|
| Linear Regression | 82.44% | 92.88 | 74.87 |
| Random Forest Regressor | 99.30% | 18.54 | 8.05 |
| Decision Tree Regressor | 99.62% | 13.65 | 1.15 |
| Gradient Boosting Regressor | 87.32% | 78.92 | 64.69 |
| XGBoost Regressor | 99.33% | 18.10 | 10.91 |
Best Model: Decision Tree — highest accuracy and lowest error, making it ideal for crop yield prediction.
Author & Creator - Rutuja