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From Social Plover, 2 Months ago, written in Python, viewed 44 times.
URL http://codebin.org/view/75076570 Embed
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  1. Lasso()
  2. MAE:1.46 MSE:3.16 MAPE:0.15 R2:0.78
  3. Ridge()
  4. MAE:1.02 MSE:1.67 MAPE:0.10 R2:0.88
  5. DecisionTreeRegressor()
  6. MAE:1.22 MSE:2.73 MAPE:0.11 R2:0.81
  7. RandomForestRegressor()
  8. MAE:0.83 MSE:1.21 MAPE:0.08 R2:0.92
  9. GradientBoostingRegressor()
  10. MAE:0.89 MSE:1.46 MAPE:0.09 R2:0.90
  11.  
  12.  
  13.  
  14.     make_prediction(i, X_train, y_train, X_test, y_test)
  15. Lasso()
  16. MAE:0.90 MSE:1.41 MAPE:0.08 R2:0.89
  17. Ridge()
  18. MAE:0.94 MSE:1.50 MAPE:0.09 R2:0.89
  19. DecisionTreeRegressor()
  20. MAE:0.92 MSE:1.99 MAPE:0.09 R2:0.85
  21. RandomForestRegressor()
  22. MAE:0.84 MSE:1.16 MAPE:0.08 R2:0.91
  23. GradientBoostingRegressor()
  24. MAE:0.91 MSE:1.47 MAPE:0.08 R2:0.89

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